{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "OpenPetrophysics.ipynb ",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/terra-analitika/OpenPetrophysics/blob/master/OpenPetrophysics.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iWBfBWjqRGKH",
        "colab_type": "text"
      },
      "source": [
        "# **OpenPetrophysics**\n",
        "Author: Yohanes Nuwara"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f2kqN6bdYvNs",
        "colab_type": "text"
      },
      "source": [
        "# 1. Setting up"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1Bu2ariKYy8K",
        "colab_type": "code",
        "outputId": "1b54bb2a-851b-416b-8716-87c41ad81f22",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 125
        }
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gm-rropWa02o",
        "colab_type": "text"
      },
      "source": [
        "# 2. Import well data (LAS) and Markers file\n",
        "\n",
        "We will import well data `KTB-01` for practice. The well data is in standard LAS format. A library called `lasreader` has been created in the Drive. Import it first to read our data. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4EWwenc43ayi",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import sys\n",
        "sys.path.append('/content/drive/My Drive/colab-terra/OpenPetrophysics')\n",
        "import lasreader"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "reNzFsUJbUMW",
        "colab_type": "text"
      },
      "source": [
        "Read LAS data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FjxX3qtebooe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "log = lasreader.LASReader(\"/content/drive/My Drive/colab-terra/OpenPetrophysics/KTB-01.las\", null_subs=np.nan)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Lxj3eLfvfh7W",
        "colab_type": "text"
      },
      "source": [
        "We declare the depth"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gqr2SXicfiXs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "depth = log.data['DEPT']"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m0JJI7eebmNp",
        "colab_type": "text"
      },
      "source": [
        "**Lithology Markers**\n",
        "\n",
        "Now that the LAS file has been successfully imported, we input the lithology markers. Markers are important to distinguish among different formations in the well data. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cfTJH1Jdb_Ok",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "tops = ('Ledok', 'Wonocolo', 'Ngrayong', 'Tawun', 'Kujung')\n",
        "tops_depths = (275, 340, 1053, 1637, 2777)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h4cwJfsHe2ZF",
        "colab_type": "text"
      },
      "source": [
        "**Dataframing**\n",
        "\n",
        "We can convert our LAS data into a dataframe, just like an Excel spreadsheet. Creating dataframe (using library `pandas`). For example we would like to make a dataframe consists of GR, Perm, DT, PHIE, Vsh, and NPHI. You can add the data yourself. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JemPg1zvfHu0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "logfile = pd.DataFrame({\"GR\":log.data['GR'], \"Perm\":log.data['Permeability'], \"DT\":log.data['DT'], \"PHIE\":log.data['PHIE'], \n",
        "                        \"Vsh\":log.data['Vsh'], \"NPHI\":log.data['NPHI']})"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "I9Qf17qeMO9r",
        "colab_type": "text"
      },
      "source": [
        "# 3. Visualizing Log Data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O4oqWS0j-rJe",
        "colab_type": "text"
      },
      "source": [
        "Visualize the well log. First we would like to have the lithology markers appearing in our well data. We create a function to make it appear first."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2F6pzD7Tc2SN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def attribute(depth, tops, tops_depths, fig, ax):\n",
        "\n",
        "  for axes in ax:\n",
        "        axes.set_ylim (min(depth), max(depth))\n",
        "        axes.invert_yaxis()\n",
        "        axes.yaxis.grid(True)\n",
        "        axes.get_xaxis().set_visible(False) \n",
        "        for (i,j) in zip(tops_depths,tops):\n",
        "            if ((i>=min(depth)) and (i<=max(depth))):\n",
        "                axes.axhline(y=i, linewidth=0.5, color='black')\n",
        "                axes.text(0.1, i ,j, horizontalalignment='center',verticalalignment='center')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Cc5RUtxjcp8S",
        "colab_type": "text"
      },
      "source": [
        "Perfect. Let's visualize our well data. For example we would like to view bulk laterolog density log (RHOB), deep resistivity log (LLD), and sonic log (DT)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dCekq4Mci-va",
        "colab_type": "code",
        "outputId": "b156ced8-a441-4b31-a649-eb3f749a441e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 650
        }
      },
      "source": [
        "from matplotlib.ticker import AutoMinorLocator\n",
        "\n",
        "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(12,10), sharey=True)\n",
        "\n",
        "# markers attribute function that we made is posted here\n",
        "attribute(depth, tops, tops_depths, fig, ax)\n",
        "\n",
        "plt.figure(1)\n",
        "plt.suptitle(\"KTB-01 GR, LLD, and DT Log\", fontsize=22)\n",
        "\n",
        "# First column first well data\n",
        "ax01=ax[0].twiny()\n",
        "ax01.spines['top'].set_position(('outward',0))\n",
        "ax01.set_xlabel(\"Gamma Ray (gAPI)\")\n",
        "ax01.plot(log.data['GR'], depth, label='Gamma Ray (gAPI)', color='blue')\n",
        "ax01.set_xlabel('Gamma Ray (gAPI)',color='blue')    \n",
        "ax01.tick_params(axis='x', colors='blue')\n",
        "ax01.grid(True)\n",
        "\n",
        "# Second column second well data\n",
        "ax11=ax[1].twiny()\n",
        "ax11.set_xscale('log') # visualization of resistivity has log scale x axis\n",
        "ax11.grid(True)\n",
        "ax11.spines['top'].set_position(('outward',0))\n",
        "ax11.set_xlabel('LLD (ohm.m)', color='red')\n",
        "ax11.plot(log.data['LLD'], depth, label='LLD (ohm.m)', color='red')\n",
        "ax11.tick_params(axis='x', colors='red')\n",
        "\n",
        "# Third column third well data\n",
        "ax21=ax[2].twiny()\n",
        "ax21.grid(True)\n",
        "ax21.spines['top'].set_position(('outward',0))\n",
        "ax21.set_xlabel('DT (us/ft)')\n",
        "ax21.plot(log.data['DT'], depth, label='DT (us/ft)', color='green')\n",
        "ax21.set_xlabel('DT (us/ft)', color='green')    \n",
        "ax21.tick_params(axis='x', colors='green')"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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zoMBtCpqVa/gciNL99Y4gyrlPofEzOfhSYIV2DXAuvtWwS12BeyXhmU6ylA2Y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m2KQyABs+iS+vaF3/0uMNfy+dTQCpdL5e1JGzfuJCkpndJSKCuD0lJ4//36a0qPshBC9Dwmg4ln\nz3yWZ898lr1le/niuy8YNWYUJa4SSl2llFaVNspLqpqXl7hK2Fu21+/Uce0xLX0aSy9ZGuA7E4dL\nAmbR47z0ElxzzeFeJR1QU8jZ7Sr16wd5eeqo23241xdCCNGVFDuLiXsirvmB1YH9HINmwGq0Yjaa\nKasqa3a8wl0R2A8UASEBs+hxhg/v+Dkmk+rVrk26vp/Ro5OIiYHIyMapb18YPz7w7RZCCBE6NpON\noxOPZl3+uoBc7/T007ns6MsYEjeE1KhUom3RWI1WGXbRTUnALHqcKVPU9G+13G7IzYWcHJX274fy\ncqioUHnTpJbAjmP58pZnyUhKgi1bIDo6OPckhBCic9nNdtZet7ZRWWZmJhkZGXX7uq7jqnZR4a7w\nm8rd5RQ7i/l619d8su0Tlmb5H1ph0AxEWaOIscXw8rkvc/Kgkzvz1kQASMAsejyLRS1tPWBAfZDc\nVr55cz6Rkans3g2bN9cPxai1fz98951aFVAIIUTPtKxgGVP/PjXg1/XpPkpcJZS4SvjT0j+x7rrA\n9GqLziMBs+hxnE4480zIzITBg+sD4bbmVG7IZutHbCykpKilsVNTG6eBA9WYZiGEED3XmpI1Ab3e\nS+e8xFGJR9XNkgGQGpUa0M8QnUMCZtEjZWaqfOfO1uuZTBAfX5/i4iA2FoqK9jN4cAoWC3XJ51Mr\n/B08qBZVsVrrjzXcbrofGwt9ZH56IYTodu4YdgeLr1kMgNvrpsJdgcPt4I31b/DAtw/g9nbsDfCp\nA6eSHpfeGU0VnUwCZtHj2O1QWQn//rcas+x216eqqpb3Cwpgzx617XAkkJmpjldVHX6bHn8c7rzz\n8K8jhBAiNCxGC3H2ONbnr+fuZXc3Ox5ljWJUwiiOSDiCIxKO4KSBJzE2aSya1vKc/qL7kIBZ9Eh2\ne/sC1OpqNT9zw1RVBcuXr2f06Al1czc7HPXzMZeVqVRUpHqc8/JUXtzKSqn33w933AEGQ+DuUQgh\nRPAdm3IsT5z6BCWuEoqcReyr2Mf+iv3sKtnFir0rWLF3RbNzfrziR45PPT4ErRWBIgGz6FHuuw/+\n8Y9AXGlCu2rFxKihHEOHNh7a0TQNGybBshBC9AQPf/8wD3//cIfOuf2L23nr/LcIM4cRZg7DbrLL\n9HLdjATMokdZufLwzjcaYeFC2L59AxMnHonNRl2yWmm0b7erMdBCCCF6j1/3/9rhc37a+xODnhnU\nqMxitNQF0GHmMCYNmMSCGQsC1UwRYPLjXvQoS5bUb/t88NZbcOml7T/f61VTxpWWmikpUQuVaBpE\nRMhy2EII0dt5fV5ySnMO6dyGAbLdZG8ULIeZwxgcMzjArRWBJAGz6LEMBjj5ZBgyBHbsaF99nw9u\nvhlgRLPjDz0E06ZBeHjjZLeroFoIIUTPtvHARn4r+K1ddSMsEcTb44mzxxEfFk+EJaIuULaZbPh0\nH26vG7fXTZW3ijX713D70tt55JRHsJqsnXwnoqMkYBY9Wr9+sH17++rqunrpr6ICvvpqBaNHH8dj\nj6lealDjo++7r+3rlJTICoBCCNETHdn3SJZespT8inyc1U6cHqf/vElZWVUZP+75kUpPZZufYTPZ\nuGvSXURZo4JwR6K9JGAWvZauq9kvSkubp9WrY8nNVSsETpumltbOzVXBcGtGjVJzLwshhOh5NE1j\nWvq0Qzr3gOMAg/81mAp3Rav1Hln+CI8sf4SkiCROHXwqC2YswGSQcC3U5E9A9DrJyWqccuuGt+s6\n6elqKIeu15dPa/BvacPyhtv+js2YAXfdJcM7hBCiJ0oIT6D8r+V1+6+ufZV///Jvqn3VVPuq8fg8\nZBVl4dW9AOyv2M8b69/gpXNekoC5C2jzT0DTtFTgNSAR0IEXdV1/RtO0OOAdYCCwG5ij63qxpmbo\nfgY4E6gE5uq6vqbmWn8A7q259D90XX81sLcjRNtmzYL585uXm83q5b6ICNA0B337hmOzqXHN1dXq\nhcDVq+vr79unUqCsWAHXXKNWGxRCCNGzzf14bpt1njj1CWwmW+c3RrSpPf9lqQZu13V9jaZpkcBq\nTdO+BOYCX+u6/pimaX8B/gLcBZwBDK1JxwL/BxxbE2Dfj5rgVq+5ziJd11tZ7kGIwHvuOZVak5m5\nkoyMDAAKC2H9eti4EbKz1b4/b7+tppkzmdT0dE23DYbmvccN91NTJVgWQoieLLcslysXXUlZVRlj\nk8ayuXAzrmqX37qXj7mc20+4PcgtFC1pM2DWdX0fsK9mu1zTtM1ACjADyKip9iqQiQqYZwCv6bqu\nAys0TYvRNC25pu6Xuq4XAdQE3dOBtwN4P0IcNl2HDz/sx2OPqUC5YS+y3Q4jR8LAgSolJKj6N90E\nffuGqsVCCCG6gzc3vMnSrKV+j91yzC0cn3o8Q+OGMi55nCyp3cVoetOBla1V1rSBwHfAaCBH1/WY\nmnINKNZ1PUbTtMXAY7quL6859jUqkM4AbLqu/6Om/D7Aqev6/2vyGdcA1wCkpqaOf+211w7n/jpV\nRUUFERERoW5Gi7py+7py2z75JJmnnqofw2yxeBkzpoSjjy4lLc1BdLSHqCgPUVHVREZWYzS2/xk6\nXFOnTq3UdT08aB/YDg2fWZPJNP7LL78McYta15X/7oWCfB/NBfI76WrP7KE8r73570ig713XdbIc\nWRS4Ctjr3MsbOW9QXq3GNR8bdyzTk6aTbEumn60fkebIgH1uR/XWP/PWntd2B8yapkUA3wIP67r+\ngaZpJbUBc83xYl3XYw83YG4oLS1Nz87Oblf7QiEzM7Pu1/ZdUVduXyjbtmmTGo9cWamSw9E4f+MN\nNZ64I7ze4Cx9rWlal/rh21R4eLjucDhC3YxWdeXnIhTk+2gukN9JV35m2/u89ua/I519759s/YRz\nF57r95jNZCP/jvyQTC/XW//MW3te2/XapaZpZuB94E1d1z+oKc7XNC1Z1/V9NUMuCmrKc4HUBqf3\nrynLpX4IR215ZntvQohAeOUVuPzy9tW12yEsTKXqajVHs8sFTmfjeldcITNbCCGE6LiUqBRmjphJ\nTmkOG/I34PF56o6N7juaMHNYCFsnGmrPLBka8DKwWdf1pxocWgT8AXisJv+4QflNmqYtRL30V1oT\nVC8FHtE0Lbam3jTgr4G5DSHaZ9Ys+OgjWLVKTS3n9TY+brXCVVeB15vFEUekY7HQrrR5c8vHzGYJ\nqIUQQjR3ymunUOLyP8H/qrxVmB8yN1tG2262Y9AMeLyeuunoPF5Po/yFs19gzhFzgnw3PVt7ephP\nBC4FNmiatram7G5UoPyupmlXAtlA7Z/MZ6gp5XagppW7HEDX9SJN0x4CVtbUe7D2BUAhgiUqSgXM\nDfl8Knhevhz+7/9qZ9BID/hnywqAQgghGtp4w0a+y/4Ok8HE7/73O791alcOPOg82O7r3vnlnRIw\nB1h7ZslYDrTUP3aKn/o6cGML1/ov8N+ONFCIzrJzJ1xwAeTnQ3m5Sk17nAPlggsgvEuOYhRCCBEq\n/SL7ceHoC9lf4X81rdF9RzMqYRR2kx2byVaXR1mjiLZFq9wa3Wg70hpJjC3G7/XEoZOlY0SvZbfD\nkCEqP3gQiopU7vG0fI6mqRX++vaF+Hg1b3JL+ciRMq+yEEKItiVFJFF5dyWvrH2FhRsXsipvFZWe\nSn4r+I09pXtIjU4lpzSHZ894lkuPvjTUze2VJGAWvVZyslpspCFdV7NlLF78E8OHH98okD54UM2g\nsXUr5OW1ff0xY+DXXzun7UIIIXoWu9nO9ROv5/qJ11Ptq2bNvjXc/sXtLM9ZTmlBKQD3Z94vAXOI\nSMAsRAOappbGTkqqYuzYxsdyc+GBB9p3HZtNLWzyxBNq3HJtiolReVSUyiNDN82mEEKILuqDzR9w\n29LbyC3PpX9Uf2YOn8l5I89j8oDJoW5aryUBsxDtlJICu3dDTo5aHnvjRjXbxsqVsGdP47oul3q5\nsOkLhk39/DMcc0ynNVkIIUQ3klOaw5IdS7h28bUAfHHJF5w6+FRZ9a8LkIBZiA7o3x9eegkefLDl\nOpoGqamQlqbmcK6qUgF0bV6bxo9X45yFEEKIc98+l0+2fQJAlDWK1897ndPSTwtxq0QtCZiF6KDh\nw1s/ruuqFzonR41/jo1tvb4QQggxacAkthRuYXvRdsqqynjm52eIskYxPnk8kVYZvxdqEjAL0URO\nDlx//TicTrWqX2Wlytuacs5karxgyRVXyLzLQggh2ufOE+/kzhPvJKsoiw82f8ATPz7B1FenApAa\nlcqg2EFUeiq5YswVXDfhOhmmEWSGUDdAiK7m5Zdhy5YosrOhoAAqKto3P3N1tQquS0rUeSNGgEGe\nMCGEEB2QHpfOn0/8Mztu3sGjpzwKwJ6yPXyX/R2r8lZxw2c34Kp2hbiVvY/0MAvRxAMPQHr6L0yc\neAwVFSpgLi+Hp5+Gb75p/3XmzlWpqYUL1UImQgghRFNur5uJL01kff76RuV3nnAnx/U/juNTj8du\ntoeodb2XBMyi1/r5Z/jDH9SLeSNGqNzhUAHy3r1DMZupC5hrywPBJE+dEEKIJqp91Wwp3MIHmz9o\nFCyfNvg0Pr/4c4wGYwhbJ+RHt+jRPvgA3n9fDZOoTcXFKnc66+v9+qsabxwbq+ZK9vk0+vRRcymH\nh6u5mWvzhtv+ymq3rVY1Y4YQQggB4Kp28UDmA2w7uI0iZxEHnQcpchZR5CxqNMwiMTwRu9nOAccB\n7jjhDgmWuwAJmEWPVV4O55/f/vqlpSoBGI1RbN/e+CU+s9n/dmvH/NVLTYXLL++cexZCCNF1vbzm\nZR7/4fE26+noaGgMjBnIfd/cx6PLHyXcHE64JZwwcxjh5vo82hZN3/C+JEUkkRieSGJEInH2OAya\nvEQTSBIwix4rMlItLLJpk+o1tljA4wG3uz6vTQ33PR7Yvn0PyclpuFxqSez8fPUi34EDKtf1w2vb\njBkQFxeY+xRCCNF16bpOta8aV7WL2aNm4/F5cFW78Ok+ip3FjXqZG/Y6FzgKDutz11+3niMTjwzQ\nXQgJmEWPNn68Sh0xciRs2ZLWrrqaVr/kde0wDJut5WQ2w+DBEiwLIURP88QPT3DXV3d12vWtRitW\nkxWbyVaX7CY71b5qHB4HDreDCncFzmonJ6SewIDoAZ3Wlt5IAmYhmkhPhy1bWq8zYACMHq1eFoyL\nU73ZyclqCIhMJSeEED3fpgObKK8qx1ntpNJTyY97fgzYtSf2m8gnF32CzWTDarJiMVpkiEWIScAs\nRAMffqjmUx47tpjIyFhKSmDHDjW/ckO1K/l99lnj8qeegj/9KXjtFUIIEXwrc1dyzH+OaVddi9FC\nhCUCo2bEp/saJa/urd/2qW0dnYemPkRiRGIn34XoCAmYhWhg1qzarY6vZ33ZZXDVVQFtjhBCiC5o\nfL/x/Om4PzFvxbw267q9boqcRXX7N0y4gVuOvYWUqBQiLBGd2UwRQBIwC9HAnj2wfj1s2rSOceOO\nxuWCs85q37mvvQZvv62GZ9Qmsxn27YO33oKpUzu37UIIIYLDoBl46vSneOr0pyhwFLCvfB8V7goc\nHjWO2OF2NNp+4NsH6s6dv2o+81fNByDKGkVKZAopUSkkhCUQb48nPiy+xTzSEilLYoeIBMxCNNC/\nv0phYcVkZKgyXVdzNt9yi1rpz+2GqiqVe71quEbt0tkeDxQVqdRQfn5Qb0MIIUSQ9A3vS9/wvq3W\nuT/jfio9leSW5ZJTmsPKvJVsKNjAuv3r2HhgI5sLN3foMz+Y8wHnjTzvcJotOkgCZiHaYetW+M9/\nWj4+ZAjY7Wq1wKb5hRfCmWcGr61CCCG6njBzGEPjh3LnV3fy0ZaPWqynoaHT+tylA2MGBrh1oi0S\nMIteqapKza9cWKjypmnjxhH885+Ny/w55hjIzFTBsRBCCNFUqauUrOIssoqyyCnNIa88r9X6OX/K\noX9U/yC1TrSXBMyiV3nkEbjnnvbUTCIpCY44Qq3MFx/fOPXpAyecoOZgFkII0XvtK9/HP3/6J/sr\n9lNWVdYoFTmLKHYVN6pvN9kZHDuY5Ihk+kX2IzkimVh7LB6vh2P7HyvBchclAbPoVY491n+52ax6\nqUP4XwAAIABJREFUie12NSa5vBz274eEBPWy3h/+oMY2CyGEELX2lO5hwNP1C4QMjRtKcmQyKVEp\njLSOJNoaTVp0GkPihpAel05adBoxthh5ca8bkoBZ9CqnnNL2stY+H/znP6soLp7AZ5/BvffCfffB\nvHkwezYYjWpxEn95w23591AIIXo2g2YgPTadrOIsALYXbeeOE+5g9qjZWIwWrEYrJoNJAuQeQAJm\nIZowGGDYsAoyMuCuu2DnTjXH8q23qnQ4nn4a/vjHgDRTCCFEiKVEpbDjlh2UV5Xz1c6vmPXuLK5d\nfC3XLr7Wb/1ISyR9wvrUpb7hfXn81MdlkZJuQAJmIYDly2HGDDCZVPJ6j6ubR9lkgoKCwHzOCScE\n5jpCCCGC5/V1r3Pr0lsxakZMBlNdMhrq942asc3rlLvLKXeXs6tkV11Zta+aN2a90ZnNFwEgAbMQ\nwDPPNJ072dahuZPPOQdOP73xdHK126mpKslv5IQQonu66fObKKsqO6xr3HLMLYxJGkOYOQy72Y6u\n65S4Sjh/1PkBaqXoTBIwCwG8846aOq6yEkpL4dtvfyU9fSxlZTRK77wD27Y1Pz8iAm68MfjtFkII\n0fkK/1xIsauYSk8l5VWql/hfP/+Ldza+0+5r/O6I3zFpwKRObKXoTBIwC4Eat5yQUL9fVFRat9Jf\nQ9OmweTJzctLS+HBB9U0c2FhMHiwesFQCCFE92c2mutW89N1nY0HNmI1Wf3W/erSr+gT1qduSWu7\nWSbq7wkkYBaiAyZNgv/9D373u8bln32mUkNffgmnnhq8tgkhhOhcL65+scUX+gDGJ4/HYrRwdNLR\nQWyVCAYJmIXooOTkxvtz5kDfvmCzgdOphnUMHozfHmohhBDdV4Gj9TfAV+9bzZRXpuD7m0+mkuth\nJGAW3cK2bfDVV2oO5doEjfcPtVzXwettnHbtSuejj5qXe73g8TRu27vvqvz11+GSS4LzfQghhAi+\ne6fcy71T7gXg7Q1vc/2n11NaVVp3fMbwGTw09SEJlnsgCZhFtzB8eLA/MbXDZ5Qd3gvUQgghugFd\n18krz+P3H/y+2bGPt36MzWRj4eyFIWiZ6EwSMItu4fvv4e231dRstQn8b7dUp61zfb76tHv3HlJS\nUvF668vmz2/ersmT1QwZERGwahXcfLPajo+Hm25SwzSEEEJ0P1sLt7KsYBm//PAL2SXZ7C7dTXZJ\nNtml2VS4K1o8b0K/CUFspQgWCZhFtzBpkkqBVlwMEyao1fwaa18P8/fft3zs4EF49NFDbpoQQogQ\nqfZVM+K5EWpnc+NjkwZM4rwR5zEwZiADYwaSFp1GnD1OhmH0cBIwi17L64WTTvIXLHec0QjPP69e\n+KuoUOOiD3cZbSGEEKFhMph4/qznue7T65odW56znF3Fuzg9/XSSI5OJscW0mKKt0ZiN5hDcgQg0\nCZhFr+XxwIYNrdeZOxcGDKhfva/hKn61+3Y7jBungmYhhBA9w7UTrmV4xXAyMjLw+rw4q50UOYtY\ntHURb254k/+u/e8hXTf3tlz6RfYLcGtFZ5OAWfRaNpvqCX71VRUY+2O1QmQkxMY2TsnJkJgY1OYK\nIYQIovKqcn4p+oVFSxfxRdYX7CzeibPaedjX1ZChG92RBMyi1/L54OuvYfv2luu88IL/cqNR9U6P\nHNk5bRNCCBE8P+/9mRV7V7D14Fa2FG5h68Gt5JXnAWA1WpmSNoXpQ6YTaYkkwhLRrmQxWmRccw8i\nAbPotb7+Wi11fSi8XrjwQrW6X0pKYNslhBAieCrcFUxaMIlqX3WzY/eMuId7Zt0jy1sLDKFugBCh\ncuqpsHo1LF0K770HZ57ZsfPXr1eLqQghhOi+IiwRbLh+A6/OfJUbJ97Y6Nh+13509BC1THQl0sMs\nei1NUy/r1frtN9Vj3JL4eBg4EAYNUnlamir7/nuIjq5PkZHyAqAQQnQnI/qMYESfEUxLn8ZzK5+r\nK39598u8/MjLpEWnkRiRSJQ1ikhLJJHWSKIsUSpvWNbCdoQlAoMmfZTdmQTMQtS4/3646y61AMnr\nr2dRVJTOwYNQWlqf1q9XvdJtSUyEIUNg6FCVn3UWjBnT+fcghBDi0CVFJKHfr+P0OFm2axmvf/86\nBaYC1uxbQ3Zp9iFfN8ISwaqrVzG8T9CXrRUBIgGz6HV0Xc2Z/PXXYLE0TwD5+Tbi49UsGXFxUFUF\nLpdKJSVQUKBSS/LzVfrhB7V/770q4I6K6vz7E0IIcXhuW3obz69+PmDXc7gd9A3vG7DrieCTgFn0\nOgUFcMMNbdVq/U0+u1299Ge1qunpmua12wC7d8Oxx6qhGkIIIbo+fy8AHg4dnZ9zf2b6kOkBva4I\nHgmYRa+TmKjGK2/cCG63WsDE7VYr9OXkwK5d8NtvFRQUROBw+L/GzJnw1lvBbbcQQojO4fa6uW7x\ndazPX8++in3kV+T7rRdljfKbwsxhhJnCVN4k2c12UqNSOWngSUG+KxFIEjCLXumII1TSdbU89rp1\nUFbWsEZEo/rh4dCnj5pC7vrr4aKLgtpcIYQQnUjXdfLK8yhwFHCw8iBe3dtivRhbDOcOO5cTUk9g\nUOwgBsUMkmnnegEJmEWvpuuwY4cKiO+4QwXF8fGwd+9aTjllTN2+zRbqlgohhOgsVpOVJZcsAVRQ\nXOGuoMBRwJLvl5A6IpUCRwEFjgIOOA6woWADj//weF1QbTaYOXHAiUwbPI1ZI2fJi309lATMolcz\nGOCCC2D+fLj5ZoiJUeWZmSUcfXRo2yaEECL4NE0j0qqmgzsi+ggyhmc0q1PsLGbrwa3sLN7J2v1r\n+SLrC+5edjePLn+Usr+WNb+o6PZkUkDR6110kRrD/OGHoW6JEEKI7iDWHstx/Y/j90f+nidOe4K1\n161l0oBJ0rvcg0nALHq9UaPUgiPvvhvqlgghhOiOHG4HP+/9mZMHnhzqpohOIkMyRK+zbZuaS7mk\nBA4cgEsuUeVjx4a2XUIIIbqn73O+x+PzcMrgU0LdFNFJJGAWvco338DJLXQAeL1w660wZ05w2ySE\nEKJ7+3rn11iMFiYNmBTqpohOIkMyRK9y/PFw1VX+jz3xBDzzDJx4YnDbJIQQonvbcnALCWEJmAzS\nD9lTScAsehWbDV56CW65peU6Vivcffdo3n8/eO0SQgjRfV059kpyy3M5+62zKauSWTJ6IvmvkOhV\n8vMhKan1Oh4PbNkSxZYtwWmTEEKI7m3miJksmLGAqz+5mrEvjOWMIWcwsd9EJqZMZHj8cIwGY6ib\nKA6TBMyix3K74YMP1Ap+DodKe/e2XH/tWujXD+Li4PvvfyQjIyNobRVCCNG9zR0zl/5R/fnHd//g\n1XWv8tzK5wAwaAbMBjNmoxmzwYzJYMJsVLnJYKo75m+/tn7tOXXHtJav4e+cpvvj+41nWPywEH9j\n3YsEzKJH+vBDmDXL/7HkZLWin92uZskoKFCLlhx1FGhacNsphBCi+/PpPny6j8kDJvPZxZ/h8XrY\nXLiZn/b8xJbCLby45kWqvFWhbmYjnvs8Mua6A+SbEj1SS8EyqB7n6dNhwgSIiqpPv/6q8shIqKoy\noOsSQAshRG+wbNcyTnmthSnhvg1uWw7HqIRRzBoxi2pfNR6fR+VeldeWeXweZg6fKcFyB8m3JXqk\n7GzYtElNFVdcDEVFKq1fr3qfFyxQqWVTMJlUAG00qp7oWlu3wjD5TZYQQvQYCWEJAb3ek6c9iUEz\nYNSMGA3Gum2DZsBoMDba9levtXMMmgEdvS4Irk0RlgimpE0J6H2IehIwix5pwACV/NF1cLlUT3Nt\nKi9vvL927U769BnMo482P3/JEggPV+OdpQdaCCG6vyMTj0S/X+fN9W9y+xe3U+QswuPztFjfqBlJ\nikgizh7HyISRjEkcw5ikMYxNHktSRBtvlotuSQJm0etomhq/bLdDYmLz47oOn3+ey4gRgyksVNPQ\nNfTHP6o0b55a6EQIIUTPMDh2MEclHsVXO79qtZ6maSy6aBHjkscFqWUi1CRgFr2OrsO//gVvvgkW\nC5jNYDCoIRsHDkBhIVRVTW52XlISDB6s0qBBMHNmCBovhBCi0xyfejwRlgh09BbrpEalMnvUbEb0\nGRHElolQk4BZ9DqVle3rGT7uOLWM9tlnqxk0wsM7v21CCCFCa/5Z85lzxBz2lO7hp00/4Y30sunA\nJnYU7QBgT9ke5q2Yx7wV8wBYfNFizhp2ViibLIJAAmbR64SHw759sHMnHDwIubnN086d1axYYWLF\nCnjkERg4EI48UqWjjlL5sGFgkidICCF6lKSIJHJKc7jrq7vaVX95znIJmHsB+XEveqWkpJZX/MvL\ng08+WQeMZ9ky+OYb2L1bpU8+qa9ns8GiRXDaaUFosBBCiKBxe93NyqYPmc6NE28kISyBhPAEEsIS\niLBEoMnb372CBMxCNPDdd3DSSQDjG5UbjWqxkz59ICFB5X37wtChIWmmEEKITnTvlHu5d8q9/G/p\n/5izYg4AX+/8mpTIFMYmjWVa+jQirZEhbqUIJgmYhWjgyCP9l3u9kJ+vktGoXhQ0meCtt+DTT+GE\nE4LbTiGEEIGj6zpur5tKTyUOj4NKTyWVnkryXfncO/leXlv/GjmlObz868sA9Anrw4E/H2jjqqIn\nkYBZiAZiY6GkBJ58chMPPzzKbx2vV6Vazz0nAbMQQnRXjy9/nL98/ZcOnWM32dF1XYZj9CISMAvR\nRHQ0DBlS0eLxO++ECy9U9SIjIT4+iI0TQggRUCcPOrld9f425W+cln4aI/uMJMoaJcFyLyMBs+i1\nFi2CGTNaOnpMi+c98QQcf7x66c9kUslobJ5bLDBkiBq+IYQQomuamDIR/X7/8y6/u+RdXi58mS+y\nvuDB7x7kwe8e5PIxl/N/Z/1fkFspQk0CZtFrPfPMoZ973nntrxsbC1OmwH//C3Fxh/6ZQgghgquv\nrS9LL1nKif89kR/3/AjAgrULWLB2AWaDmQhLBJHWSJVbIv3uN9xOjU7l9PTTpXe6G5KAWfRaX31V\nPx65ulql2u3vv/+RY445oW7fX53a/B//gC++aPlziovh44/h+efh7ruDd39CCCECY9lly3j7t7e5\n/OPL68o8Pg/FrmKKXcXtvo5BM7Dj5h0Mih3UGc0UnajNgFnTtFTgNSAR0IEXdV1/RtO0B4CrgdrX\nRO/Wdf2zmnP+ClwJeIFbdF1fWlM+HXgGMAL/0XX9scDejhDtp2n1Qyqs1sbH4uPdpKa27zqtBcsN\n3dW+OfCFEEJ0MVaTlfTY9A6dM2vkLGYMn0GkJZJIaySRlkiSI5MZED2gk1opOlN7epirgdt1XV+j\naVoksFrTtC9rjs3Tdf3/Naysadoo4ELgCKAf8JWmacNqDj8HnAbsBVZqmrZI1/VNgbgRIULlssvg\ntdcal/XvDx6P6oH2eODVV9W4ZiGEEN3T5LTJeP/m5YVVL3DDZze0Wf/iIy9m1shZQWiZCIY2A2Zd\n1/cB+2q2yzVN2wyktHLKDGChrutVwC5N03ZQ/wbVDl3XdwJomrawpq4EzKJbcjphyRI48cTGAfOD\nD8J994WuXUIIITpHXnleo2A5LTqNQbGDGBY3jNtPuJ2UyBTCLeEhbKHoLIaOVNY0bSAwFvi5pugm\nTdPWa5r2X03TYmvKUoA9DU7bW1PWUrkQ3dK998KsWXDttY3Lb701NO0RQgjRefLK85j97uxGZdml\n2WTuzuTFNS+yaOsi7GZ7iFonOpum6/6nUmlWUdMigG+Bh3Vd/0DTtESgEDWu+SEgWdf1KzRNexZY\noev6GzXnvQx8XnOZ6bquX1VTfilwrK7rNzX5nGuAawBSU1PHv9b0d91dSEVFBREREaFuRou6cvu6\nctugfe0rKzPxl78cxebNUX6P22xeXnvtZxIS3AFr19SpUyt1Xe9S3RcNn1mTyTT+yy+/bOOM0Orq\nf/eCTb6P5gL5nXS1Z/ZQntfe/Hek4b2/lv0aC3YvOOxrnhh/In8/4u8Yta47Tq+3/pm39ry2K2DW\nNM0MLAaW6rr+lJ/jA4HFuq6PrnnhD13XH605thR4oKbqA7qun15T3qieP2lpaXp2dnab7QuVzMxM\nMjIyQt2MFnXl9nXltkH72vf883D99a1f54MPYOZM9YJhIGia1qV++DYVHh6uOxyOUDejVV39716w\nyffRXCC/k678zLb3ee3Nf0cyMzNZVLWIeSvmBfS6znuc2Ey2gF4zkHrrn3lrz2ubQzI0NVngy8Dm\nhsGypmnJDaqdB/xWs70IuFDTNKumaYOAocAvwEpgqKZpgzRNs6BeDFx0KDckRFdw3nlqfuWUFDW/\nctOZNkAN2YiKgosugs8/h3b+QkcIIUQPZn/YjvZ3jQ82fxDqpoh2as8sGScClwIbNE1bW1N2N3CR\npmljUEMydgPXAui6vlHTtHdRL/NVAzfquu4F0DTtJmApalq5/+q6vjGA9yJEUCUmwrffNi93OmH3\nbtiyBR56CH79FRYuVOm99+D884PeVCGEEIfoqdOf4qnTm/1yHQBd13FVu6j0VOKsdqrc4+TZX57l\nP7/+p81rn//u+cTb4zEZTJiNZpUbzM32LUYLdrMdq9GKyWDCoBkwaAaMBqPKNaPapnG5QTNw9rCz\nmT5keqC/ll6nPbNkLAf8/UL5s1bOeRh42E/5Z62dJ0RXoutqSrjKysbJ6WxeVlkJDgfk5MC2bbB9\nO2Rnq8VNAE4/HY48Ek49NbT3JIQQ4vD4dB9lVWUUOYsodhZT5CxS265iSl2luL1urCY/v3JswUHn\nwU5sLTy38jmq7q3CYrR06uf0dLLSnxB+PP30UKZO7fh5kZEwdChMnAi//73aHjMGjjoq8G0UQggR\nXC+tfolrFl9zSOcmhCUQZY3CYrRgNqpeY4vRUteD3LTcYmhfvdoeaQCv7sWn++qS1+fluP7HSbAc\nABIwC+HHiScW8vHHHZv1sLRUBcyBesFPCCFE13J86vFYjVaqvFUA2Ew2wsxh2E12bCYbFqMFr+7F\n6XGSV56HV/fWnXug8gBGg5Fp6dOYf9b8UN2COEQSMAvhx8SJxY1e0CsuhunT4ZdfGtc76SR4+21I\nTkYIIUQPN7rvaFz3ulo8XuAo4D9r/sPa/WtZu38t24u21x0zG8wkhCWQHCE/MLojCZiFaIfffmse\nLIN66a9fP4iJUXlKSn3q10/NojF6dPDbK4QQIviuXHQli7ctBmDmiJlcOPpCRvcdzei+oxkaNxSz\n0RziFopDJQGzEO0weTJUVame5obpwAHIy1MpN1elzZth3776F/4efxxsNrDb63N7zWJQlZUq2D71\nVBnKIYQQ3d1fTvwLS3csxWaycWTfI+kT1odKTyVbC7eSVZSF3WznlEGnoMk/+N2OBMxCtJPFoqaS\nS0xsu67Xq2bF2LwZ7rqr7fqLFsE55xx+G4UQQnQ+V7WLYmcxJa4Sil01ec3+5WMu58U1L/LQdw/5\nPfeDOR9w3sjzgtxicbgkYBYiwMrKYPVqmDsXfv5ZLVjidEJaGoSHQ1hY43TEEXDGGaFutRBCiNY8\ns+IZbl16a7vqhpnDiLBEYNAMRFgiiLPHEWePY1zSOM4ednYnt1R0BgmYhQgAXVeLkrz2mgqQa4dj\nDBoE556repnHjg1tG4UQQnRcta+axdsWsyRrSbNjNx9zM2cOPZNYWywxthhi7SqXadx6HgmYhTgM\nXi8cPKhmyri1puPhjDPglltgwgTo0ye07RNCCHF45q+czx+X/LFu/6jEo6j0VDKh3wQePvlhIq2R\nIWydCBYJmIVog9sNK1fCN9+oFfz274f8fJUKCsDna1w/KUlNQSeEEKJr03WdYlcx+8r3sa9iX12e\nV55HVnEW6/asY49zT6Nzll22jPiw+BC1WISKBMyiV8rNhf79W6uR4bd0wAD10t+AAWo1v9qXABMT\nVaCcmAiDB3dGi4UQQgTCxoKNXP/p9eSU5rC/Yn/dIiQNhZvDSY9LZ2D4QH4/7vcMjRvKkLghjEwY\nKcFyLyUBs+iVGi5K0hH79qmp4IqK1FRy0dHNU0yM/7LUVDWtnBBCiNDSNA2jwYhBM/g97vA4OHPI\nmZxuOp2MjIzgNk50SRIwi16huloNqXA41HzKbje89FL9dlUVuFxqPPKBA7BtWzFudywHDkBhYf2w\nC49H7RcWdrwNU6fCsmWBvS8hhBD+lbhKuP+b+ymtKqXSU4nD48DhduDwOKj0VOL1eQkzh+Gsdvo9\nf3LaZMgNcqNFlyUBs+gV3n4bLrusI2fEBrwN33wDw4apwPykk1TALj3OQgjROe75+h7mr5rfoXMs\nRgtD4oZgN9l55PtHcJW7SN6XjN1kx2ayYTfZsRgtFFQWkFOaQ7w9nldmvkKfMHnDu6eTgFn0Chdf\nrIJVp1P1KLeVtm7dRUrKoBaPv/32obVj+3aVv/EG3HMPjBgRuHsUQghR78lpT3Jk4pFYjBbCzeGA\nWnDEWe1UucfZfN+r8tqyEl8JuWW5bCjYQLWv2u/nLM9ZzswRM4N5ayIEJGAWvYLBAMce2/76mZnZ\nZGQMavH4mjWwdWvjsjFjVEpOhqgoiIxsnkdGqmWxa8c5CyGE6Bxh5jCum3DdYV0jMzOTjIwMlucs\nZ/KCyY2OWY1Wtt28jQHRAw7rM0T3IAGzEC3QdVi/HkpLobhYpZISlTcNlgHWrlXpX/+Cm28OfnuF\nEEJ0jkkDJuH7m49dJbtYlbeKC967gCpvFaPnjybcEo7dZMdutreet6dOTZ4cmUy/yH6hvm3RgATM\nQrTg3Xfhwgv9H4uOhthYlTRNzZpRVKR6j08+ObjtFEII0fk0TWNw7GAiLBFccMQFfLXzK0pcJZS7\nywP+WWaDmf137CfOHhfwa4tDIwGzEC0491yYPVsteV3rz3+G0aPVFHEpKSqFh4eujUIIIYJr3k/z\neGfjO83KTQZT3YuBdrO9xe2GLxC2VG9A9ABibYF/+VwcOgmYhWiB3Q6vvw7PPguLF8NVV8GTT7Z+\nzooVHRsrLYQQomvQdR2Hx0F5VTnl7nLKq8pZW7KW8q31++Xucry6t9F5s0fN5u3z38ZkkJCqJ5M/\nXSGaGDsW1q7NOKRzf/xRrfYXEaFe8LNaA9s2IYQQgfPo94/y7MpnKa8qp8JdgY6fVa3WtX6NWFus\nBMu9gPwJC9FERoZ6ee9Q3HabSrXCwiA+XqW4uObb4eFqMZT0dDjjjIA0XwghRDuN6DOCSQMmUVZV\nRllVGeVV5XXbZVVlzXqT/Xn515d5d+O7RFmjiLJGEWmNVLklsr6s4ba1fntCvwmEmcOCcKficEnA\nLEQT8+bBjBmZLS6H6vOp+ZwrKlQqL6/P8/Nhzx6VsrNh507YsUPtt+WXX2DixMDeixBCiJadN/I8\nzht5nt9juq7zxbIvGHPsGMrd5c2C6nJ3OSWuEpbtWsa32d9SWlXa4c+/YcINPHfWc4d7GyIIJGAW\nogMKC2HaNPj1Vxg8WPUSN5x2rtr/vPaA6m1OTlapb1/Vu2yxgNkM48bBhAnBuw8hhBCt0zQNq9FK\nYkQiiSQ2Oub1eZn5zkwWb1vc4vlp0WmkxaTRN7wv0dZooq3RxNhiiLap7WhbNCelndTZtyECRAJm\nIRrw+aCsDPbvt9bNwVxWpvLSUli+XAXLoHqPd+5U29dco4ZZ1E41FxNTvx0bqwLkiIjQ3ZcQQojD\n5/F6cHgcFFYWthosA2SXZpNdmt2s/OMLP+bc4ed2VhNFJ5GAWQjgk0/UNHL1jm/3uePHw/PPq/mY\nhRBC9Bw7K3byv0//x/ub36fYVYzb6w51k0SISMAsBDB8eMfq22z1S11XV8OUKWq7dnaMhqm2Zzk/\nHy67TL3gJ4QQomtbt38dV66+EoCTB53MxH4TCTeHE2GJINxSkzfYb3rMbrKjSU9KjyEBsxDAsGFq\nKexamZmZTJ6cwYEDsG+fSvv3q2EZ5eWNX/QrKICsrPrhGa1ZsABycjrvPoQQQgTGqIRRTE+czpL8\nJSzbtYxSVylfXPqFrL7XS0nALEQLjEZISlJp7FhV9vzzkJmpguTaVFHh//ykJLUSYO01kpLU4idC\nCCG6vo0HNlLoLqzbX71vNT/k/MA5w88JYatEqEjALEQHfPstLFqkts1muPRSGDJEvdTXMCUmqlkx\nhBBCdE97y/aysWxjo7IYW0yIWiNCTQJm0W3ouprFQtc7PxUUWMnJaf6ZDz2kFjZ54gk1BOP99+GG\nG1TPcUJCqL8hIYQQHbVi7wo25G+g2FVMkbOIYmcx+x37yS3LxWqw4vQ66+qGW8JD2FIRShIwB5HP\np14Q83ga5/7KWsprt2uT261Sw+3a/R07BvPRRy0fb2nf42lfUHk4wWt19WQMhvbXD772zZJRWgqP\nPgqrV8PSpZ3cJCGE6MV0Xcfj8+DxenB73XXbHcndXjeVnkoqPZU4PU5+3PsjH235qM3P/ue0f3Lb\n8be1WU/0XL02YN6zByZPVquxmUwqmc3Nk79yg0EFrsXF47HZ2h8E+3zBuz+jEUymFGw21WaLpT41\n3bda1WwOtfsmk5oirT3JYGh/3YZp7948BgxIPaRzA90Wf2nbtq2MGDG83fVrxzgLIURvNO+neTz4\n3YMMjh3M4NjB9LH3UYFqC0FrRwNdj9fTrmWqO8vJg04O2WeLrqHXBsyrV6tgGeoDXJero1eJPKw2\nGAxqerLaZLU23m+prLY8LAzsdv/JbIYNG9YzYcLYmuBZBdEtbbd1vDYYDZTMzCwyMlIDd8EAy8zc\nR0ZGB+eaE4dH/eoBqqrUrzr85a0dayuv2R61Zw888wzMnAl/+EOo71qIHuG2L1Tv65p9a1izb02H\nzjUZTMTYYoixxRAfFl+3HWuLJdwcjtloxmwwt5hbjJY26zSsG2YOq0t2sx2DZmixbZmZmWRkZBzO\nVyN6iF4bMM+cqXp8XS5wOqGyUuXt2a7Nd+zIJTY2xW/d2l5lr1clf9u1eWWlWk3O6w308IM1VZTv\nAAAgAElEQVTAdnu2FlDXbptMKpAPD2+cmpbt29efbdua12tYt3YeY9HD5OWp6UOCofZXKA3yCK9X\nLcVYXBycNgjRC3j/5iW3LJetB7eytXArWw9uZdvBbewt24vD48DhduDwOKj0VDY7t9pXTWFlIYWV\nhc2OGTVj3RzHQ+OH8q/p/+LopKODcUtCNNJrA2ZQPaa1PbJxhzCtYmbmdjIyAvuD3+erD6z9Bddt\nBd8Nt1evXsvo0WM6fK3DqetywTvvtOdOh7Tr+1iwAObOPZxvVHQ54eFqKpGCgrbr3nEHjBnTLOht\nNa/dNpv9/lrkF+kxEiLgDJqB1OhUUqNTOXXwqS3W8+k+nB4nFe6KRoF007zUVUqBo4B8Rz4FjgIK\nHAV8n/09x/7nWHJvyyU+LD6IdydENwuYIyIiqKiZ9Pazzz7j1ltv5csvvyQtLc1v/by8PG655Rbe\ne++9YDbzsBgMKpnNh38tn6+EYMcF/+//tTdgVgyG+mnYalNcXH0P82mndV5bRedq9XnNz6+vqOtQ\nWEjhd9+Ree+9zN6yRZVPmwYPP6yCXyFEp+qMn6+r8lbx056fqPRUNg6K/QTIlZ7KRmUen8fvNa8e\nd7UsHCJColsFzLW+/vprbrnlFpYuXdriwwzQr1+/bhUs9wQ33ggHDqgp14qK4OBBlRcX+1/gw+dT\nK+jt319fZjKp5aTDw+GVV+q3IyLqt+PiYM4cOOaYoN2aOESNntcFC+Dvf1cHEhPV/5gOHIDqavoA\nsxue+PHHEiwLEWSB/Pl629Lb+D7n+4C279mVz9I3vC/3nXRfQK8rRFu6XcD83XffcfXVV/PZZ5+R\nnp4OwNy5czn77LOZPVv9uK39n/Lu3bs5++yz+e2333jllVdYtWoVzz77LABnn302d9xxBxkZGURE\nRPDHP/6RxYsXY7fb+fjjj0lMTCQrK4uLL74Yh8PBjBkzePrpp+v+B95b1L6H1XAqu6b7TcvOPNN/\nPYcDcnNV8Lx58z5stmSKi6GkpD6Vlqrzavdb889/qt+4V1TIIiFdVbPn9emn6w827GWuUWYwEDVq\nFNkWCzkTJjD5lFPAamXhhx9y7OTJDBoxgjvvu48Tp05lzcaNaFYrt951FzF9+5J38CD/ePJJyquq\nOD4jg1cXLuTnX39tNmxDq503MZBvsQrRA7T083XGjBl1dTry8/WLS78gLi2Oiy+/mMzlmZjDzNzz\nwD3YImzsyt3Fcy8+RyWVJI1K4rfc30gelUxueW6b7Zy3Yp4EzCLoulXAXFVVxcyZM8nMzGTEiBGH\ndS1dB4fDSG4uOBxxDBw4lffee5jHHnuSf/zjQ66++jpuvPEZzjnn75x66um8996HeL0nkJlZP3Z3\nzZo4yssbjzluKTUc8xvo+i3VLSoaS0REx6/dMMj1dtosPsl+S1ubzq9hmcsFW7ao4a2Gll9wFiHk\n93ktKeHmCy9k9vDhnBQXBxs28P2CBUyeOJGq8nIKsrKIcjrpk5tLrMsFe/eC283vnE6MO3YA8ATA\n0qXU/Qi/5hoA+gHza8t27eIGAD//TpxUu1EbRJvN6q3V2rkJG6ZeUDZg9274+ecu0ZaAlZlM6tdQ\ngRjb1kv4e159uo9SUym5rlzW7l+L0+PEO8DLp9s+JTsvm5IBJby4+kUyyzLZZd/F/d/cj7PayW8D\nfuPJrU8SUxSDc7KTNfFr6De3H9t2buO2z28jMjaSvfl7MRxlwOlzUkABpFIXLFuMFpIjkkmOTCY9\nNp1h8cMYFj+MoXFDGRo/lChrVCi/KtFLaXpoVoVolwEDBuhXXHFF3f7DDz/MoEGDiI2N5Ywzzqgr\n/+ijjxg2bBijRo2qqfcfZs36J4WFGitWZDF69FRyc92Ul1sJCxuAwxFORYUNXe86v+7VNB+apmMw\n1OcNt9vK/ZWFh9txuSrarKtpPgyG+txg8GI0+hrkvkMqMxh8TY7Xlw0bNohdu7Y1KlPfQaj/JJTh\nw4ezdevWUDejmb///e+Vuq532aWmrFar/te//hVo//P6yCOPcPfdd1NSUsJbb73FDTfcwNq1a8nL\ny+PMM88E4K233mLScceRnprKvMce465bb8Xk85G1aRP7c3I4bcoU3n7lFS678ELMPh8+l4vPPvyQ\nOTNmYPR6MVZXY/R6MXm9JMbGUrx/PyavVx3zetF0Ha1mlZzabQ3qt5skWjnW5et1/l+DLsMRFkZF\nRAQVERE4wsPrtivCw3GEh1NlteK2WqmyWHBbrbgtFrxGY0Cf/678zLb1vH7Jl/yo/diha5p0Ez63\nD6vRis1oo/hAMf0S+mHGjKvChavcxYDkAWxav4nxR44nUovE5rGx5L0lXHPRNUQQgR07Whf5m9pV\nfxZ0tt563609r106YE5LS9OzaydLRv0qqKCggFNOOYVzzjmHu+++G4CrrrqKadOmMWfOHHw+HybT\nR+j6rEbXSkgoR9MKOeaYQSQkwLJlC5k+fSLjxqVz88038MIL8zEaYdWqn1m3bhU333wjc+deyuuv\nv4LFYsTlcnDxxRfw2WeL66ZRW7duDcccM65uv63UcAq2hinQcxzX6srzR3bltkHXbZ+maV32hy9A\neHi47nA4gPY/rzabDbfb3ehXvG+88QY//vgj8+erPuNTTz2Ve++9t24IVe3QqPfee4/Fixfzyiuv\nEB8fT35+PiaTibKyMvr16+d3CFVX/bMNmiZLdX77zTecNHmy2q9dvrN2u7uWud1qbHx+fv1LErWp\nrQn3LRY8Nhvm2rePm05dVJsGDYIPPlBvLbeiKz+zbT2vu0t2M/7J8VTaKnH5/H9vadFpDPINov/O\n/rz279fQNC2gz2uo9dZ/L3rrfbf2vHarIRkAYWFhfPrpp0yePJnExESuvPJKBg4cyOrVq5kzZw6L\nFi1C16/lmWdm8eabLn75xQaAplmw2Zbw8cfXkpuby3vvXcOFFy4iIyOd2257jblz1Q9mu30PpaUr\nOf98+O9/i6iqeo+ZMy/gxRffxGjMZOrU+rZ4PGVMmBCKb0GI7qE9z6vH0/xt+IEDBzJ//nx8Ph+5\nubn88ssvbX7Wcccdx/vvv88FF1zAwoULO+N2eoaGS2MCusWi5tbsDXQdysvVXOA//ww//aTS+vX1\nddxuzG63mhy/NXl58M03cMEFndvmIPL3vP7J/icGDRrExRdfzEcffcR5s8/j/LfO58MtH+LTfWSX\nZpNNNkPzhqLrOnv37pXnVfRI3S5gBoiLi2PJkiVMmTKFhIQErr76ambMmMHRRx/N9OnTCQtzsXQp\ndcEyQGGhhX79JjBq1ChGjhzJuHHj2vycp59+mksuuYSHH36Y6dOnEx0d3Zm3JUSP1NbzGh5e/595\nreZXLSeeeCKDBg2S51U05vOplZ4qKjqWysvrt0tLYft2dZ1aKSmQkKAWtImJYZ/LRfLw4XX7zVJ0\ntJqyJyEhdN9FJ/H3vH744Yf1P1/tYewp20PT307nj8gnbm4cQ0xDOOK4I9r8HHleRXfTrQLmhr+u\nSU1NZdeuXXX7K1asqNt+9NHHOf54tR0ZuZHMzCMYOVLDbp8IbGn1urNnz66bbSMlJYUVK1agaRoL\nFy7sleN5hDhU7X1eH3/8cQAOHjxIXM0KQpqm8eabb7Z5XXlee5HnnoObbmp/faOxfi7Khql/f8jI\ngNGjVRo1CqIav0S2NTOT5F726+jWntcRI0awbt06oP55/eGXH7jl77dw26O3senAJtYXrGd59HJW\nu1ZDGpz707nE/BrDoCcHMXnBZKKt0UTboon5XQx3f303YYYwLn/ucmJtsfz6868MnjKYnP/f3p2H\nN1Xl/wN/3yxd0n0JLUuhLUuh7CiIIovgMqJ+dVwZYR6XUUfQcR8Z5zvPjPsPvyo/R77iNuI6DO4i\nMOIoTmFQBEFEipRaCm1poTttk6ZNl/v949M0SZu0aZs0bfJ+Pc957pJ7b87t0ySfnJzzOTWFGBkz\nsn9vnMhDgypg9pRGAzz11H4sWjQWkybFwIPGKZf27duHO++8E6qqIjY2FuvWrfNuRYkIALB3715c\nf/31WLVqVa+vwddrgOtNANvSYu+z3NwMWCzS2lxVJd0wwsIkU4rjMiwM6aWl0t3CYV/7+rRpwMTu\nW1AD2d69e3HTspuwatUqXDnFPl6opbUFj25/FI/ueBR11jrUWetQVFvk2UXHA6nPpeLQikOYYJzg\no5oT9V5ABcwNDTJhRm4u8Pe/T4eqAo89Ftnr682dO7f9WzUR+c6ZZ56J3NzcPl2Dr9cAN3Gi9EG2\nMZmAgweBr74CDh2SPJNHj9r7Hre02Lth9FCXbZxTpgBB/n/m7vWqKAoe3fGoR9dINCQiPS5dSmw6\nUmJSMCJ6BDISM7xdXSKvGPQBc04OcO+9siwocH4/vf9+YNEi/9WNiIi8pL4e2LYN2LJFWoePHwdO\nnnQ+RlFkFqPwcGkN7snSYf1IQQEypk1zfWxaml9ufzDQKBrk3JGDHQU7UNNYg2pLNUpMJSisKURh\nTSGKaorQ2NIIAKior0BFfQX2FLseIHjZuMvw6a8+7c/qE3Vp0AfMdXXSqNAxWJ4xQwJpIiIa5N57\nz302ipQUafWdMkUmqomNlT7JUVFSIiKAuLgeTQd6MisLGUHWh9lbMhIz3LYSq6qKOmsdKuorUFxb\njHlvzHN7neyybF9VkahXBn3APHOmdMGor5dW5kOHgOxsYO1aYORIGd8xahSQmupc5s7lJFBERD7V\n0gJs2iSts4oCNDZKjmSr1Xm943bH9f/8x/1zFBVJ2bKl67rU1HQa3Ef9S1EURIdGIzo0GinRKQjR\nhsDaYm1/fE7KHCxIXYBMYyYyjZl+rClRZ4M+YLYxGKRV2TbA76qrgLPOAgoLpXR8v336aeCBB/q/\nnkREQePll4E77uj5eRqNBLehofYpzDMzZd22bVsPCZF0c42NUhoapNjWGxuB66+XDBk0YOi1euy+\nZTc2ZG/AsdPHcPz0ceRW5uLroq/bjym8pxApMSl+rCWRXcAEzB0VFnbeFx4OPPKItDBfckm/V4mI\nKLjcfDOQlyeThPz8s8y+54nWVhm8Z+tGoddLmriwMOliEREBNDUBO3YAt98OPPOM7+6BfGZa8jRM\nS57Wvt3c2gz9Y/LT76pFqxgs04ASsAHziBGd96WmAvfcw64YRET9IiwMWL3aeV99vUxZbTZ7Vurr\nnbdra2Xwn82zzwKrVgG6gP04C2iqquK7ku/w9x//jncPvQsAGBIxBLfMuMXPNSNyFrDvMHV1nfcd\nPiytzPfcwwYJIiK/MBgk00R+vnS90Osl2NVqpWg09um7bVpbpT90S4t0seioogJITu6/eyCvueid\ni/BF/hcI0Ybg0nGXYunkpVg8djHCdGHdn0zUjwIqYC4uBu6+G9i3TzIOOUpIANLT5X16nvuBuURE\n5GuffQYsXtyzc0aMABITpS/yRRdJEL1rl+QO5WC+QUVVVdQ31aPKUoUv8r8AAOT9Lo9dMGhAC6iA\n+c47gU8+6bx/5EhpxKiqkjEo06f3f92IiKjNvHnAtddK60Z9vRSLRbJiuHPihBRHSUnAE0/0KGUc\n+V6VpQrr9q9DmbkMlfWVqGqoQpWlStYtsm7Lx2yz5ectuP3M2/1UY6LuBVTA/Nprkh3jo4+Ajz+2\n73ccAPjLXwLr10uDhGOqTnZ/IyLysf377amM3NHpZBprT5SWAuvWST9mGjC+Lvwav//i9z06Z/HY\nHv7iQNTPAipMjI8Hli2T91DHgNlRQQEwZ07n/QaDPXgeOxbYuJGDA4mIvKqgoPtjXAXL6enAuHHO\nZfRoecNOTPR+PalH/vnzP3HJ+r6lnqppqAFivFQhIh8IqIDZ5v77pQDy3msyycDq2loZDGhbt21X\nVgJbtwJ790qwnZcHVFcDQ4b49z6IiAadlhbJZmEy2bNcWCxSQkKA99+X9bIymXDkxAn75CMdp7q2\nyc+XsnWr8/4tW3reF5q8LiokqttjYkJjkB6XjjHxYzA6bjTS49IxKnYUhkQMwZj4MYgMYZ5sGtgC\nMmB2pNPJTKmxsZ0f++47+TXvgw9kkLVWK5OdXHEFYDT2f12JiPzu9GngwQcl4LVlrrCV5mbnFG+2\noNhx21UWC0+EhcnPhOHhrktDg7RuVFVJGTkSmDrVu/dOvTJ31Fyof1GhqioKawrxY+mPyC7LRnFd\nMcrry1FuLkeZuQzFdcU4UHoArWqry+skRSQhIzEDb17xJlJjU/v3Joi6EdABs9Vqf2+1Fdv77fbt\n9hlbL79cxp8sXAjE8CchIgpmzz8PvPpq78+/6SZg4kT7BCMGg5SOAbDjvrAw5zRyNOh8V/wdPjz8\nIcxWM0xNJpisUsxWM0xWE6wtVug0Ohj0BpisJpfXKDWXotRcipVfrsS7V7/bz3dA1LWACZgfeQR4\n+GH7dkhI1wOuY2OBxx8H7rpLusEREQWFmhrpd9ZWMnbuBJ5+2nlikL44/3yZipqCyic5n+Cpr5/q\n9fkR+gi8sPgFpMSkYPaI2V6sGZF3BEzAnJ3tvG0Lll94QXIwx8dLsa1HRbFBg4iCgKpKv+K1a4HH\nHpP+Zw7iExOle0NkpPRFS0sDzjnH3kIcGWlf727bYJCuGxR0nlj0BB5e8DA2527Gle9d6fF5EfoI\nxIbFwhhhxIyhMzA5abIPa0nUewETML/zDvDll9L9zuavfwVWrPBfnYgoiBw7Bnz7rYwWbmkBmprs\nxWrtft3bxzmu2yxYIIPkxoyRkp6OXd99hwULFvjrr0YBRK/VY3zieLePp0SnICMxA+MTxiMjMQMZ\nCRmYN2oeQnWh/VhLot4JmIBZp3MeazJjBrB7tzSopKR03zASEuK/uhNRAEhP7/25Wq28Cen1UhzX\nO26HhEi/3+jo7o9zXI+PB268kZN8kE9NME7A8buPI/WvqZ0eK6otQlFtEb7M/7J938o5K7Hq/FX9\nWEOi3gmYgFmrBfbsAXbuBHJypHz9tUxS4gmdrnNA3TGojowEbr0VmDbNt/dCRIPQzp3ys1ZhoaRK\nKy52fdyoUTLdaHKyBL2RkfaBb65KaGjX+/V69i+jAaOltQWP7Xisy2MeOPsBjI4fDaPBiAtGX9BP\nNSPqm4AJmAFg0iQpjsxmya1sNsu4lrffdn1uc7N053Ds0tGRwSAt1wyYiaiTOXPssyK1ttq7RVRU\nAAcPAt9/L2X/fuCTT/q3bjk5QEZG/z4nBYWbNt6EN354o0fnLJ+5HOlxffhFhsgPAipgdiUiwv5L\n6bRp7gNmQBp60tNlzEt6ujQEJScD48dLIM6xLETUyU8/SRq1gazVdd5bor4yW81uHxsWNQwfXvsh\n4sPjER8ej9iwWOg0AR92UIAK2P/cL74Aduywp/lUVWllfvBBmbDk3//ufI7JBPz4o5SODhwApkzx\nfb2JaJBJSgJGjJBuGP6yb5/8/EXUz9675j0AwKv7XsVtm29zeuzx8x5nijgKGAEZMJtMwIUXen58\nQgIwc6a0RoeFyeBB20yu9fXArFnSykxE1ElCgvRbbm2Vvl3NzZIlw7buybbVKm82tqmkbet5ecCL\nL3Zfh4590Yj62ZUTrsRJ00l8dPgjHCg9AAD4KOcjTBwyEQnhCUg0JCI6NBoK+9vTIBWQAXNkpLQu\nf/UVcPIkcPQokJ8vxZUbbgCefbZ/60hE/eC554B773XatQCQwXYxMbKMipL+Vj0Nch23W1r8cXd2\nTPNDfpZgSMCf5/8ZY+LHYOlHSwEAm3M3Y3Pu5i7PW37mcqy9ZG1/VJGoTwIqYC4qAj7+WKa8/vln\n4NQp51RzNgaD9FFevBi4+GJg7tz+rysR9YOsLNf7a2vdz2g3ciRwxhmSOsdWtFrX697e7um5Gg3T\nxNGAcv3k6/GLMb9ARX0FVn65Ep/kdD3AdVPuJgbMNCgETMC8fj2wdKnrx4YOBTIzpUycKJ+HBoN0\nOxw9un/rSUT9yJaNorVVAuTqapz67W+R/MUX7s9JTJRuFrackh1zS9oStzc3y7EzZ/bPvRANErZB\nflOGTGkPmK/OvBpXZFyBYVHDMDRqKIZGDmUXDRpUug2YFUUJA7ADQGjb8R+oqvoXRVHSAGwAkABg\nH4Bfq6pqVRQlFMBbAM4AUAngOlVVj7dd6yEAvwHQAuAuVVU/99aNnHWW9DUODZXPsKoqoLpayokT\n0jVj27bO51VWSj5/IgpgGg0QGwvExqLouuuQvHevdKNITJTpoKOiZKpQwJ7+zVP//rfMoEdETv6V\n/6/29XHx45Aam4qMxAwkGhL9WCui3vGkhbkRwEJVVU2KougB7FQU5TMA9wH4/6qqblAU5SVIIPxi\n27JaVdUxiqIsAfAUgOsURckEsATARADDAHypKMo4VVW90vlv9GiZ2c+Vl14Cli+XdZ1OUsUlJwM3\n38xgmSjYmEePlm/Ujt54wx4wOwoPl6lCDQZ589Dr7Uu9XnJV2nIvE5GTtYvX4tldz2L/qf14cueT\neHLnk52O2bp0Ky4ac5EfakfUM90GzKqqqgBMbZv6tqICWAjg+rb9bwJ4GBIwX962DgAfAPhfRX5z\nuRzABlVVGwEcUxQlD8AsALu8cSPuHDpkH2ReVQXExfny2YhowFJVwGqFrq4OKCmRTBS2VDhvveX6\nHIsFyM3tvH/LFhkEQURuTR86HcmRyfip/Ce3x/zxqz9iWvI0xIXHIUTLwas0cHnUh1lRFC2k28UY\nAC8AOArgtKqqzW2HnAAwvG19OIAiAFBVtVlRlBpIt43hAL51uKzjOT6xcSNw1VXSSPT55wyWiYLK\nSy8Bq1bZ07RZLEBrK871xrWPHpV+0RqNN65GFLAKawq7fPz7k98j+dlkp32bf7UZl4y7xJfVIuox\njwLmtm4T0xRFiQXwMQCfZSVWFOU2ALcBQEpKCrLcjXLvID8/AoWFBpSVhaK0NAxlZaHYudMIQPIy\nnzq1B1lZ9V6tq8lk8rh+/jCQ6zeQ6wYM/PoNJI6vWZ1ON2D+bnG1tRialgaN1Qqd2YzYAwe8d/G7\n7sKpTZuQ88c/eu+afsL/9c4C+W/Sm9drX/4eK4wrsGL+CgBAc2szyhrLcKrhFEobS/FC3gswt3Se\nKbD4SDGySnr3fN4WyP8LXQnW++6KIj0uenCCovwZgAXASgDJba3IZwN4WFXVixRF+bxtfZeiKDoA\npwAYAfwBAFRV/X9t12k/zt1zjRo1Si0oKOi2Trm5QEaG+8cfeAB49FFpafamrKwsLBjAg30Gcv0G\nct2AgVs/RVHqVVWN8Hc93ImIiFDNZvdT5frNn/4EPPGE9687caJzn+aO/Zy98di8eT6dOWmg/q/7\nkzf/JgP5Nevp69Xd38PSZMF9n9+HwxWHodfqodfoEaINgUbRwGQ1obax1qnUWes6XeMPc/6Ai8de\njMlDJiMufOD9DBysr49gve+uXq+eZMkwAmhSVfW0oijhAC6ADOT7N4CrIZkybgCwse2UT9u2d7U9\n/pWqqqqiKJ8CWK8oymrIoL+xAPb06c7ajB0rGTAOHgS2bpXi6MILvR8sE9EgMmSIb6576JBvruvo\nuuuADRt8/zxEPfR10dd4ad9LHh+faczEb6b/BtGh0YgJjcHo+NGYMZRTutPg4EmXjKEA3mzrx6wB\n8J6qqpsVRfkJwAZFUR4HsB/Aa23Hvwbg7bZBfVWQzBhQVfWQoijvAfgJQDOAO7yVIUNRgAkTgEWL\nnPeHhkof5vJy4LPPpA9zbKws4+I4ORZR0PjgA8+OmzPH+y3E7h7z9Pxhw3z7tyHqpfPTz8fB5QdR\nbi6HpdmCKksVKusrUVFfgaLaIrx54E2n4zMSMnDf2ff5qbZEfeNJlowfAUx3sT8fkuWi4/4GANe4\nudYTAHzwu6gMgNfrgaYm+77GRpnQZP169+fdeivwyiu+qBERDQh33w385z+uH9PppPU5KQl46CHg\nGpdvXUTkxqQhk1zuL6wpbA+Yn7ngGSyZtATDo306zp/IpwJmpr/ERODDD4HNmyXjU3GxZ+edd55v\n60VEffTBB8DXXwNWq5SmJtfrHbcbGwGzWWYt6ig7W4Lk+HhmuiDygWvfv7Z9/aFtD+H5Pc8jJjQG\nMWEx7UuDzgCtRgutooVOo4NWo4XRYMT959zPFHM04Az6gLmiQjJHvfmmrEdFSZ/lhQuB4cOl8cho\nlGVUlHTfIKJBoqDAN62+l19u7/LgrRIaCkydCpxzDhAW5v06Ew1g+dX5+CTnE9Q21sJkNaG+yZ6V\nqqm1qdv0co4MegPunn23L6pJ1GuDOmA+eRI491wgP1/6Kt98M3D++eybTBQwRo2SJOqHDskLW6+X\npe1F3tTU43KqqAjJCQnuj6mv79k13TlwAJgypX/+TkR+9Ny3z+Hez+9t347QRyAyJBJj4scgMiSy\nc9Hb1yNCIqBVtGhRW9DS2oKo0CjcPP1mP94NkWuDOmA+cUKC5fnzgfffZ+sxUUC68EIpXpKTlYXk\nvqZL2rgRWLlS3oTcpeUqLGTATEHhQKk9x/mSSUvwj6v+4cfaEPnGoA6YZ84EbrkF+NvfpCFq9OjO\nJSVF+jezmyIReU1UFDB0qMz2V1wsrdIdbd8u02fzzYcC3OuXv47MxEw8+OWD2JC9AaPjJF3cFeOv\ngEbh/z8FhkEdMAPAyy8DM2YAu3bJbLWbNgFlZc7H6HRAcrJ8vg0b5rxMSpKAOiFBSlwcP9+IqBsL\nF0oBJEXPQw8BTz3lfMwzz0jR6aQLSWio+9KTx7VaadU2mWQZGgo8/rgE8UQ+1tzajDW716DMXAat\nRosycxlKzaXYV7Kv/Zgn/iPJsNYuXovlM5f7q6pEXjXoA2aNBli+XIpNXZ101Th6VBp/Tp4ESkpk\nmZ8P7NwJVFa6vp6iSNDsGETbyuWXy6RbRETtFAX4/e+B5mZ544iOlgwdjqWhAaipAaqqgOpqWdrW\nXbVO99Tw4cCDD/b9OkTd2H58O+77V+dcytOTp2NB6gIkRSRBq9ECAJZOWdrf1SPymW8faDIAAA9I\nSURBVEEfMLsSFSWD1adOdX+M1QqcOgWUlgI33AAcPiz7VdX+WdbR6tXAmjX2MUd5eUNQUWHftjUE\ndVVsx2i17HNNFDCys4Fnn+28PzbWPpBQVT2/nkYj39zj4+Xbeny8bEdFARERQGSkfZmYCFx5pffu\nhagLi9IXYcv1W7CraBdyq3Kxp3gPjp8+juyybIyMGYmZw2binJRzMC15GvRavb+rS+Q1ARkwd6Wp\nCbBYZBkSIl01epIB6ne/c9zK7HU9FMV1QH3FFcBzz/X6skTkLS0t9q4ProrjY2+95foap0/Lcv58\n4OKLJch1VQwG5+3wcH6jpgFr8djFWDx2cfv2wdKDeP2H1/Hh4Q+x8chGAEC4LhxjE8bCaDDCGGGU\npeO6wzIhPAEK/99pgAuqgNlikc8lX7EFwba0rL1Zn+R60iQi8lRrK7B3r3SB6BjYmkwYffgwsGGD\n68DXsTQ0eP6cWq20JoeFyfNaLM6Pv/giMGGCd++TaICYnDQZqy9ajdUXrcaJ2hP4pugbfFP0DfKr\n81FeX47jxcdRXl+O2sZal+evOHMFXrjkhX6uNVHPBFXAHBYmLcRr1vT9WooChIU1Izpa194oZOtu\n4S4o7i5otlqB/ftlnoaYGOkCEh3d97oSBZW33wZuvNHtwyneep6QEHmBRkXJm4uiSFcKo9HeOmzb\nt2yZrNuKRmM/5qqrgPvvZ4syDVqtaiseznoYn+V9BmuLFc2tzWhqaUJTa1P7Uqto2/Mtd8S+zjQY\nBFXArCjA889LsViAPXvkF1PbjLq2WXUdl+721dcDR49WIzTUiNpaoLZW+j3X1sqgQ284/3xgyRLv\nXIto0Lr3Xtf9lLRa1/2a+ivwtFpletGKir5d59tvJT9mbKx36kXUzwpOF+CxHY/16lydRoc56+Y4\n7fvzvD/jkfMe8UbViLwmqAJmR+Hh0q3Qlc2bJRuUxSK/yrpatrQAgLFXz63RyPPHx8vg9qFDnafw\nNhqB1FRg9uze3h1RAHHXqb+lRV6MHbs/9MStt0rgrdM5F0/29fQ8W75KVZVuI7ZBgCkpDJZpUEuL\nS0P+XfkoNZdCo2hQ31QPs9UMk9UEc5MZZqsZd229y+W5za3NnfY9t/s5Bsw04ARtwNyV5mZpKT55\nUlqNrVbvXt/WEPa730k2KiLqgi2wtAXI9fVSTp2S3JEFBfZSWChLT1K1rV4trddE1GdpcWlIi0tz\n+/iuE7vwj+zOMwCuOHMFlkxaAmOEEYmGRMSFxbWnpSMaSIIqYG5uBrZtk4lNKislGK6sdF3czXbb\nFVvLsaflzDO9f49EAefjj2Uq6rIy59LY6Pr4qCiZ5tNotJe0NGD8eGD8eGwvKcF8L061TUTdW3/V\neqy/aj1KTaU4WHYQB04dwN/2/w1r967Fuh/WYWrSVFw27jL84dw/+LuqRC4FVcD8zjvATTd5fvzd\ndwPTp9sD3LAw54D3wIFvcd55s9u39XqO2yHyqtJSz3MMx8dLX6aEBBmFq9fLgIKcHBmwkJoKvPUW\n1L72OSYij5Sby3HjxhtRbi7HkIghCNGGoMpShUpLJaosVSipKwEANDQ3YHfxbuwu3o1MYyZ+OeGX\nfq45UWdBFTD/+tfS0FRWJjP+/fijlOxs18dHRsqkJu6UlTUgOdk3dSUiyNz127cDR45I6piGhs7p\n4Mxm6T/16aeuZxyyyc4GvvlGgmki8rltx7bhnz//0+Vj10++HsOjhiMhPAHx4fGICYtBqDYUl2Vc\n1s+1JPJM0ATMdXXAI4/IgL7iYvmc7Sg2Fpg8GbjoImDhQuCss/q/nkTUwbx53c9Jf+oUkJsL/Pyz\nbURuZ8nJwOuvY7RWCxw6JN+eU1Ol+DJBO1GQunjMxVh94Wq8vO9lHKk80r4/PS4day5eg/jweD/W\njqhngiZgnjEDyMtz/ZjBAIwaJQGzRiMNWrt22Qfn2XIldywlJaPwzTfup8F2PE/fNkNoc7N8noeG\nSpYOduEg8oLkZJnfvqUFKC8HSkrkm7Hj8sQJIDsbw/Pzgffecz4/KckeQKel2dfHj5csFkTUI18c\n/QKL1y9Gc2szIvQRWDx2MS5IvwAXpF+ATGMmZ/ajQSdoAuaHHwbWr5exQI55lR2LbZ/JJMvTp2UQ\nvnvuRwR74vnnO061TUR9otVK8JycLN+SXdjx1VdYMGECcOyYlOPH7et79gAffCDfbG0uvRS4+WZg\nxAgJrJOS5BsvEbn1U/lPaG5txm0zbsOaxWsQog3xd5WI+iRoAualS6X0xIsvAitW9P45o6OBjAzn\n1Ky29aSkrvtHE5EXqWr7rEM6s1leiKNGAcOGAbNmOc9M1NAgQXRuLvDll9KPa/Pm7p9jzRrgzjt9\nfitEA90Pp37APZ/fAwB45ftXcM3EaxAfHo+4sDjEh8cjOjSaLcw06ARNwGyjqpI2zvZLreOvtmVl\n9jFEtvFEffH008Btt3mn3kRB6/RpyZeclycD9hyn3Ow4Hae7/Q79ms/1VT3/8hcGzEQAtuRucdq+\n4O0LnLa1ihaxYbGID4+XQDo8DleOvxK3nnFrf1aTqEcCKmC2WDoHwR27MZaUuE7fmpgov+JGRspn\nstEoy/POk6VjMRhkeexYNs46a1Kn/bZ1W79lIuoDiwV44w3Pjo2MlBfz8OGSXi4xUUpcnLwg9Xrk\nFRZizIQJ7dvtxTbYwJP9rvZpOdkCEQD897z/xn1n34fqhmpUW6pRZalClaUK1Q0O65ZqFNcVY+OR\njQCArXlbMTV5KmYNn+Xn2hO5FjABc0GBjNHpyGCQz87hw4Gzz7avDxtmXw4d2rsuiVlZFViwoK81\nJ6IuDR0qg/Q2bJApOGtqZGkrjrMM2VLOHT/ufA29vn3u+XidDqiulrzNBoOU8HAZ4HDJJRyJS+QF\n4fpwnDSdxLcnvkWr2oqSuhKU1JWguK64fVluLm8/fu7IuRgaOdSPNSbqWsAEzEZj530ajQTEiYnS\nn7i5WQbS79snOZnPOaf/60lEvXDNNVJc+fFHYMkSCYJPn5Y+yB01NbX/xBQPAHv3ur7Wli3A4sXe\nqjVRUBv9/GiX+4dEDMF/jfsvDI8ejlnDZ2FB6gIY9EztSANbwATMBoOkYt2+HaiokAamp5+Wbo+u\n0sl99ZUEzfwVlWgQam2191O+4w75JuwNl1zivL1rFzB7tneuTRRkXr3sVdy6qXO/5DJzGVbMXIGY\nsBjEhMYwgwYNCgETMAOSeeLaa2W9sBB4+20Jol2JiJA8yDEx9j7H3ZWOx5WVhaKyUtbDwvhLLlGv\n5OUBY8f6uxauffMNA2aiXgrThbl9bMYrrtM+2lydeTXev+Z9b1eJqNcCKmB2NHKkzJZrMsmypMT1\nsrQUqK+XVuny8u6v6+zs9jVFkW6QQ4YA27YB6elevR2iwNXa6rtrb93qPEgvJAR7fvgBs+bMcT27\nUEiI/OzEb79EfbZsyjIsm7IM1hYrahpqUNNY07784dQPuP9f97s993TD6X6sKVH3AjZgtomMlMar\n7hqwPP18DA+XlubISEBRTEhKikRkpD27RlKSjCUiIg+NGyf5HgEgP18G3/XU1Kn2F6HtBTl+vMxz\n30F9TY08JxH1ixBtCIwRRhgj7IONzhh6htuAedWiVVh57sr+qh6RRwI+YPbUyy8Dv/2tfXv+fBn7\nM3kyMGGCBMEREc59nrOy9mIB02QQec/IkTKRyJ49np8TEgJ8/72M8iWiQSEqNKrTvqlJU3F15tVY\nOqWHs4wR9QMGzG1uu02K2Qz86lfApk0ygBCQz+Hhw6WbxahRQFSU9FsuLU3F7t3Omakc+zh33Lbt\n4+c6kRs6neRPdicpSV6ItpKWBpx1Fl9URIOMRtHglUtfwW2b7bN7LUhdgD/N+5Mfa0XkHgPmDiIi\ngI0bgaIi4NgxKfn5sjxyRB6rqbEdndqr5wgN7RxUL18O3H67t+6CaBB7911g1SrgnXeAqirnKTdL\nS6Xs2uV8Tni4jOCNiZGAOyVFvt2OHOm8jInp33shIic1DTXYXrAd2/K34a0f38KQiCFYNnkZLh9/\nOeakzPF39YjcYsDsgtkMnDgh+Zp37QK+/VZmCrR1s+yNsDD5TA8Pd163bfNznKhNVBTwxBNSVBXI\nypL57OvqZKSu47Sdtmk8LRYp7tLi2KSlAevW9cttEJGzHQU7MP+N+U77fjHmF4gJi0FORQ6qLdUI\n0YZg9ojZiAuP81MtiVwL+oD5yBHg889leeQIkJMjn782qanA3LkyDqljwJuffwhnnjnRZQDsuB0a\nykH3RL3y0kvAihU9O2fSJHsOSJNJgu3KSvlpaCUHEhH5S0ZCBuakzMGh8kPtWTC25m3F1rytTseN\njBmJgnsK/FFFIreCPmC+4QZg925ZnzABWLhQBtdnZkr61eRk9+dmZZVzamwiX1q6VH7mKSyUGfwa\nGoDGRvvy5MnO56xbJ0FzeLjra2Zl+bTKRORaUmQSdt68E7d8egte2/8aAMBoMCI5Mhnh+nCEakMR\nog3B4wsf93NNiToL+oB52TJ7wJyTI78Am0zAwYPARx/JGCS9vnPR6YATJ0Zh927nfe6OdbcvLU2m\n7SYiF6Kjgbfecv+4Tge0tDjvmzVLlgYDYDRKSUwEpkwBLrusb32riKjXDpcfRubazPbtDVdtwJUT\nroReq/djrYg8E/QB8513AtddB+zdK+W776Rrhm3WXVtpbnbels/otD4//6ZNwKWX9vkyRMHJapWu\nFuXlUmwzEHVcLysDVq8G/ud/EP/kk8B55/m75kRBp6axxml7yYdLkHNHDjISM/xUIyLPBX3ADEgD\n1MUXS/GUqgLbtm3HOefM7zKw7m7fGWf47r6IAp5GA8TFSeluMpJjx4D0dISVlvZP3YjIyewRs6H+\nRUV9Uz1yK3NxuPww0uM4LS4NDgyYe0lRAJ1OhcHg75oQkUdGjAAA6GtqujmQiHzJoDdgWvI0TEue\n5u+qEHmM2f6JKDjo9UBMDPS1tf6uCRERDTIMmIkoeCQksIWZiIh6jAEzEQWPxEQGzERE1GMMmIko\neCQmsksGERH1GANmIgoebGEmIqJeUNQBnMRfUZRWABZ/14NoAAlXVXXAftHla5aokwH7muXrlagT\nt6/XAR0wExERERH524D81ktERERENFAwYCYiIiIi6gIDZiIiIiKiLjBgJiIiIiLqAgNmIiIiIqIu\nMGAmIiIiIuoCA2YiIiIioi4wYCYiIiIi6gIDZiIiIiKiLvwf523H4CqYNlwAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 864x720 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iHc-ETw7l0Dk",
        "colab_type": "text"
      },
      "source": [
        "Beatifully! C'est un belle! However, the **LLD data is not complete** (missing values above depth ~2700 m). We will add into this missing values later in `Step 4`. \n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pnlnzWBMsi7P",
        "colab_type": "text"
      },
      "source": [
        "**Cross plot logs**\n",
        "\n",
        "Another useful representation of well log is cross plot. Let's make a cross plot. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab_type": "code",
        "id": "ZInhXTJygBu8",
        "colab": {}
      },
      "source": [
        "def xplot(axisx, axisy, axisz):\n",
        "  plt.scatter(axisx, axisy, c=axisz, s=5, cmap='gist_rainbow')\n",
        "  plt.colorbar()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MVqfd0EAgEsV",
        "colab_type": "code",
        "outputId": "7e2fb30e-cf1a-476d-8368-835a2d531d4e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        }
      },
      "source": [
        "# crossplot RHOB vs NPHI\n",
        "axisx = log.data['NPHI']\n",
        "axisy = log.data['RHOB']\n",
        "axisz = depth\n",
        "\n",
        "xplot(axisx, axisy, axisz)\n",
        "plt.title('Bulk Density vs Neutron Porosity of KTB-1')\n",
        "plt.xlabel('NPHI (Fraction)'); plt.ylabel('RHOB  (g/cc)')"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'RHOB  (g/cc)')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Hh/20fWJzrvCVSGZP1Kd+Y74d1viHwBRgS0l7mtmZuQrOZceJf4G506GqMxz+\nm9TpJBjmox4510wcWJrvINosk8x+C2BnM2sEkHQz8DqwC+DPTnYAqw+Cq97IdxTOdVSlU7LvBXQl\nqrqBaPy33mbWKMkHzO2o4suin7HO+Y3DuYJXOg20fwXGSRpJ1OC6G/Dn0AXzvzmMzeVKzaswZ1i0\nvtrzUL1bfuNxrqAVR8m+xYfczewOYCfgSeAJYBczu93MlprZubkO0OXAkjvBlkfLkrvyHY1zBS5O\nVLLPZElNUrWkdyS9H0YCvjhsX1fS25ImSXqoaSZASVXh9aSwf1DCuc4P2z+TlLZnZJOUmX3iic1s\ntpk9FZZZYb8k+fOTHVGX44HqaOlybKsPn81CnmQcC1meNt0zPMw5nMR4vh0k7j6W0Yuv2IN5LF+p\nk5dzhSgOLMtwSasW2MvMtgSGAAdI2gG4Evi7mW1A9CDrKSH9KcD8sP3vIR1h9OCjgM2AA4CbJJW1\ndPF01ThXhYepngLGAF8T5RAbAHsSjZVzIdHMVa4j6bQPDJgdrcd6turQxdSwORdTRwNr0IMJXIIQ\nS4gznjq2pIoqxOd8xjmcSA3LGcEzjGEOAOewhAUYo2ngJWo5hOpsvzvnsiw7dfbhgdGmyZ+aRsA3\nYC/gmLD9buAi4Gbg0LAO8ChwQxhx4FDgwTAS8RRJk4DtiJ6DSindE7T/Fz5BjiV6lnJNoo+uT4Bn\niQY2q2nFe3WFpJWZfB2zKac3X7KQZdRRQz2T+Zp6GokTYzOmM5dGNqGCd0n9hW8XKnieOgR8L7Nn\n+pzLs+zV2YcS+BiiQvONwOfAAjNrCElmEA0FT/g5HcDMGiQtBPqE7aMSTpt4TEpp/9vMbDzwh4zf\nieuQFi6AZx6GTYfAkO1W3j+Z3zCbGymnN1vxASexE48ylnPZl0rKmUgdc2ikBmMsddRirM9GXM09\nvMpznMi3k5Q9SE9eo47BlDOAFr95OlcAWpXZ95WU+MDpbWZ224ozRV3Yh0jqSdQGunHWwmyBF60c\nJw6D8e9HXa3+MxoGN5tPbA73YNTRyBIWM4qbOIabVnzrhPWp4AA68TTL+DndqQ5NQQdyBAdyxHfO\nVY7Yq+W5b5wrIK2qxpmbyRDHZrZA0ghgR6CnpPJQul8bmBmSzQQGADMklQM9iAaKbNreJPGYlHzK\nCceMqVC7PBpO4cskfzJr8DPm1/Rlyjdb0YNdVtofQzzBmtSzPtfRj2kYV9DAG3x3dp8aavg7l3Et\nf6EWf0TDdRTZGfVSUr9Qom+a8W9fomrxEbCiVHQCUTspwPDwmrD/lVDvPxw4KvTWWRcYDLzT0rvw\nkr3jH/fCZWfD0J1h571X3o1wg5QAABxXSURBVD/r8/P5/dALiC0t55m/z+KB03ulPd/u1DKDqPVp\nPJVM5H1u5Gk6MZs3uRMQNdRwHhfn4u04l2VZGy5hTeDuUG8fAx42s6cljQcelHQZ8B7R0PCEn/eG\nBthviHrgYGYfS3qYaIrXBuD0phEO0vHM3rHz3vBcsyl0Z78JLx8HXQfCG4fUoJoqVB/jw1u6w+kr\nn+PL2dC7D1RWRn+VDUTzL8+hnoO5hFrqKUP0o5wy6qlpodumc4UjOw20ZvYB0fSszbdPJupN03x7\nDfB/Kc51OXB5a67v1TguqTfPhMVfwJx3YN9l3aE6TryikT1+sXIHrPN+CVuvA0PXgwXz4Qkq2BVx\nIWUMIUZFaIitoIL/41iO4yecwwXt/I5ch7R0CXz9ZZ6DyM5DVfnmJXu3sufncfi4j1mmCv7DVmyx\nZzXv/tZYvCxO314rz1X4yL1QXw+LFsJ778Je+5WxV0JPm1e5gvsYyeHswK5s3p7vxHVkkz+Dw7aF\nulr43VVw4q/zFEiJDJfQRFJnSUMl9ctlQK4AXPQFZQ1xusTqOPTnX7PmLlBVJfr2St5V8rifQFk5\n9OkHQ3dYef/WbMA1nOoZvWud11+E+rpoeeSOltPnTHFMS5huuIRDJH0R5p89EPiYaFapDyWdkOo4\nVwQO7QudYsQqRZejeqzYvJxXmM3+LOLW7yS/5G/w6Rx4ZyJ0697ewbqitdf3oVMXKK+Ak87KYyBN\nXS+LtxrnUmA/or6dI4AtzGyypNWAl4ke63XF6Px14Pt9oGc5DIiGMzCMrzgYYxm1vEYn9qSCDVcc\n0jN9Bx3nWm/AuvD2l1HJvnOXPAZSHJOXpKvGiZvZBDN7F5gSWowxszlEnS1cMfte1xUZfRPRlejR\nKyHaPg7+k7zLIVzJM4xt87lckaqoyHNGD8VSjZOuZB+T1IvoAyEe1psmEPdePCVGiP68wWLupRN7\nU55m/JtMzGcJR/IP6mjged7nn6Pv4j9jKzljL9h1gywF7VxWFEcDbbrMvgfRgD1NGXxi8cvHpi1B\nFQymN5ck37moAV5fBEO7wuqVGA3M4y5ENb05BjUrH5RTRgP1gKj/piun3VNOXQM8Nx4WXQNlXpxw\nBaPIZ6oys0HtGIfrIOINxtJp4+m69uqosm+00Qy2+wBm1kFVDKZsw6xuFzCHfwCikYWs1uxJrG50\nog9f8jX7Qll34ooDMcpj35YunCsMxV+yJ8yYcizRIPkQ9ch5IIyj7EpMYwPcOmQ6X366IRts/zI/\nfnkjqF4XGgwm1kTtWA0Gs+uo7zYDow4Roz7FGE3783PuYyb0aGDrn41i+w934eQdozF6nCscjRR1\nA20Yy348sAcwLSx7AB9L2izVca54zZ8CcyauRryxgglv7Uf9nDHRjooYXDoQepfDcf1gcDX9uYLu\n7E8PDmF1ksxeWf8exzf0pBMVdKKckzfpxnU/go37wVdfte/7ci694m+gvR74uZm9lLhR0j5E/e33\nzGVgrvD0WhdW22QxX35UxuCd3qCi/z7f7vz92tESVNKfDXgm+YlqH4NFx7NXXSUjZt1Epy32Y+Ol\nfXl5X5g2Dq6NweG/hwsvBubdDrPOh657wKB/g9I/9D3T4GmDPQUben2Qy4oir7MH1mqe0QOY2X8l\nXZ/DmFyBKiuHn43tx7KvjS6r7bnqlev1b7J4cQXXD3uTBdM3oM/6VXQ+GZZ8AH3icGwcbrzDuPBi\nwcwzIb4UFj8HS0dB15WHWG4SN9gmDguBCoPpMejhGb5rs+Kos09XOxqTtNIsE5Kq8TF1SlYsBl1X\nF2pDJjphxllssO1MvpqwKfXLq5jzGVSuA1beQI2MCYqz3y8e5T/czeTuG0GsC1AGVeunPW890cwO\nNUTlsIWrHqJzCYq/Guce4DFJp5vZVABJg4DrgHtzH5orVi+OGMDCepgUgw3jsPnB0OXwpfx21M10\nmdmdj3eYzJ69b+YvNKB14InFN7Fa9Z5QsWba81YJbhX8zeB4wUAv1busKI5qnJQlezO7DHgeeF3S\nXEnzgFeBl8wsRWfrb0kaIGmEpPGSPpZ0Rpq020pqkHREqjQuh8xg2nD4/F6I5/7h6IMOgC5d4KXO\nsNkdcNJjUK4YM7acw7gDPyXWezkLaaSGZZjg6+6bQuXAjM59cgzGl8H53qPHZU0cWJbhUrhamnD8\nBuAGSd3C68WtOHcDcLaZjQ3Hj5H0UpjEfIUwa8uVwIutC91lzeQH4H+nRevfvA/b/i3rl2hkGnHm\nUs5WrLuu+HIa1NRAt24wjTpm0cjz/JRHeZ9j2YaF7MSN/JGdOIBNaXFKT+dyqDhK9ikze0m/SbJt\nxbqZXZPuxGY2G5gd1hdL+gRYi6g7Z6JfAY8B22YctcuuJVMgXg/WAIs/z9554waLjfoe7/ENuwHQ\nmXPoxsWcczPc8hTsvnMDb1z8MTHBKfThOn4QDl6H/Tgye7E4t8qKv4G2W8JyTrPX3VpzkVDXvxXw\ndrPtawGHAze35nwuyzb+Jay1P6y2E2x7dXbOuSQOm8yCPtPhzIVED6Yso46nWV4L1z8OdQ0w4q0y\n4jMrWUqcF20Rr9j1vG73Em82Wblz+VPkQxyb2YrZoCUdlvi6NSR1JSq5n2lmi5rt/gdwnpnFlaZ7\nh6TTgNMABg7MrO7WtUJVT9jnP9k95+g6mNUIjVD+z/Up+8dA4symK5dSWQlbrg8TZ0DP7tCzX4xp\nxDjQ/sK/9AAQY6l9wwGhmWcZ83hsztnE6+GHa11JV1bPbqwd1aefwpFHQ/fu8NgjsNrKs4i5bCiO\nkn2mXShXaeAzSRVEGf39ZvZ4kiRDiWZVB+gLHCipwcye/M7FzW4DbgMYOnSoD8LWDoyZQCViFScm\n26oSesWgrhEd2YW+TPh2n+Ctm+C9ibD5eqJb1SZgtdzEA8wEYsT5ho9XJH/m1QeZvf8txBsq+MUP\nP+P2+1ansqJNb684/O738MGHUF4ON9wEl1yU74iKksg8oyzkj4Sc9VlQlIPfAXySqn7fzNY1s0Fh\n0LVHgV80z+hd+2vkfupZn3rWIc6bq3aSHjGYuBZMWgvu6LPS7uoq2HFz6NY0LL6qODq+B0NMbGPd\nOIRLV6St+892qLaK8sYyKv67EQ88v2ohFZ0hW0bdmiorYXMfwSRXYkCXDJdClq6B9kO+LdFvIOmD\npl2AmdkWLZx7Z+B4omkMx4VtvwcGEp3gllWO2uVUnPuA2rD+NDF2XrUTVQkGZP78Xa+yV/gd04H+\n3xkWYZ/jt+bO6w3q4e01YxzRu+VzTeNL7uNFdmELdmPIKgTfAVzwJ9h6a+jWFfb00UtyRUBlvoPI\ngnT/id9vy4nN7A1a8UC9mZ3Yluu57CnjLBoYCVQR45j2u7BEKAt8x+p1tZy765e83bsLm/58NYZl\n8NmzB79iGnOopJyPuIf1WCv78eZbLAaHHJzvKIqegGKoNUzXQDs12XZJMeBoIOl+1/HF2I8KFgEx\nRFm+w4EffEH5jHp27rIUft0F6Eo8fOmMpShPzGcxjTQiyllU4A+7uMJWLJl9uiGOu0s6X9INkvZT\n5FfAZOBH7ReiywdRURgZPUT1/2VE/fa7l/F2wyy6T7mNbnV/5X9MT3rIE/yZ3RnCRZzCEAa3b7yu\nqDRV42SyFLJ01Tj3AvOBt4BTierbBRxmZuPSHOdcdr2wPtwxjynbwZTvLeWYI6tZ+vHJMHA+1w9/\nk50qBqx0yB5szUi2zkOwrtg0NdB2dOky+/XM7HsAkm4nehp2oJnVtEtkzjVZq4IRF5RzEKPQ4gqW\njdsP4oIverP7V9+jjXOfO5dW0VfjkNBl1MwagRme0bt2tcxgdlQ3P5YFNGIs61ZLn/3nAsYu2xqn\n9d8gvzG6oteU2WeyFLJ0JfstJTU98SqgU3jd1PWye86jc6VruhEfUo8taeDtP/6L7/9pfx6gO19R\ny8PXl7F1raiuKvR/L1cMYhR+fXwm0vXGKZDWOVeSRhjxmnrK66rY+M79+e+f/soYbsMMrAZinfId\noCsVpVCN41z+7Cvi3RppLK/nzTNuYU2+h8Vh4j4wrgtM9v5grp2UQm8c5/JnTVExoysTl7/C4G77\nsBH7UzcVlr4JGCx4DBoXQ1nC+KtWD18eBDWvQc8LoNfv8xa9KyIxoHOLqQqfl+xdwVJ5jA277cPG\nHIAQlWtD1QagKuiyI8S6fjd97Wio+R9YLcxvcS415zKTrZJ9qtn7JG0p6S1JH0r6j6TuCcecL2mS\npM8k7Z+w/YCwbZKk32XyPrxk7zoMVcAm70HtF1C1HitNel6xEag6Wq/aod3Dc0Uqi3X2SWfvA24H\nzjGzVyWdDJwL/EnSpsBRwGZAf+C/kjYM57oR2BeYAbwraXjzWQCb85K96xAaroDa9aHxOqgeDErS\nfaCsNwyYAGu+CGs+1/4xuuKUrZK9mc02s7FhfTHQNHvfhsBrIdlLwA/D+qHAg2ZWa2ZTgEnAdmGZ\nZGaTzawOeDCkTcsze1fw7GtovACYDI3ngy1InbasN1TvFH0LcC4bctHPvtnsfR/zbWb9f0DTI+Fr\nwXfGA5kRtqXanpZn9q7wNU2E2RnoQXG0lrkOo4xWjWffV9LohOW05udLMnvfycAvJI0h+kvPyfyG\nXmfvCp6qoXIcxF+B2D6gQu/j5opKK+vs55rZ0JTnSjJ7n5l9CuwX9m8IHBSSz+TbUj5EA4PMDOup\ntqfkJXvXIWgAlJ0AKsJh6V1hy2JvnKSz90laLfyMAX8EmiZ2Gg4cJalK0rrAYOAd4F1gsKR1JVUS\nNeIOb+l9eMneFQUz+OxVqOwM62238v7GRpjweTRa8uxPYbM9oboYhjJ0OZfF3jipZu8bLOn08Ppx\n4F8AZvaxpIeB8UQ9eU4P45Qh6ZfAC0S1THea2beTNqfgmb0rCi9cA09cCMTh1Htg2yMSdjYYLwxe\nwsCZDdzU2JWpnSpYe1P4yzv5itZ1JNmalrCF2fuuTXHM5cDlSbY/Czzbmut7NY4rCpP+B3VLob4W\npjTLxBufqWe3L2rZvL6RX8cXU7sUpn2Ynzhdx1MKo14612EcdjFM/wAqO8Hev/ruvrJBMSrLYVkD\nfFkZo1s3+JE/YesyVAqTlzhX0Gw5LDwBGqfA6rfDlROTpxtVXc6k3/Zgp6mNDL6gkjs2TJ7OuWR8\n1Evn8mz5fVD7NDSMhkU/TZ5mxlzY+w+w6JoKXn+omud2jNHg84+7Vmgaz95HvXQuT8oGERW7OkNZ\nigmrFi2DykboUQtlBg1Loe4bKPcHs1yGiqVk75m967Cq9oWewyE+DaqPTp5m04HwpxPg7fmw83jY\n6FTo7HPWulbwzN65AlC1NxhGHKMsRa3kbw4DDmvfuFzxyFbXy3zzzN51aF+wiO15ggXU8hD7chjr\n5jskV2SKpTeON9C6Du1RJjOfWuqIcwXv5TscV4S8n71zBWBv1qaC0ZQhjiJFK61zbeB19s4VgK3o\nyxccyyLqWJ8e+Q7HFSGvs3euQPSjE/3olO8wikdNDdz2d4iVwWlnQmUxZHWrzkv2LZA0ALgHWB0w\n4DYzu7ZZmkOBS4E40ahuZ4bBgpzLmW+eg6kXQO/vw8ALVp7LtuRdc0mU2QPULoezL8xvPHlWLA20\nuSzZJ51ct9mkuC8Dw83MJG0BPAxsnMOYnOOTH0F8CSwbD30Oga5b5TuiArN8GcQbAcEyf9zYS/Yt\nMLPZwOywvlhS0+S64xPSLEk4pAvRNwDncqpydaitAwzK++Q7mgJ07sVQsxxiMTjrj/mOJu+ahkvo\n6Nqlzr7Z5LrN9x0O/AVYjW+n42qe5jTgNICBAwfmKkxXIrZ8Hb5+CLrvDNX+57Sy7j3gqlvzHUXB\nKJaSfc772SeZXPc7zOwJM9uY6BnHS5Odw8xuM7OhZja0X79+uQ3YFb3KNWGtM6HbtvmOxHUE2ZqW\nMN9yWrJPNrluKmb2mqT1JPU1s7m5jMs55zJVLCX7XPbGSTq5brM0GwCfhwbarYEqYF6uYnLOuVaL\ng4qgnTqXJftUk+sOBDCzW4AfAj+WVA8sB440M2+kdc4VDgPq8x1E2+WyN066yXWb0lwJXJmrGJxz\nrs0MqMt3EG3nT9A651w6XrJ3zrkS4Jm9c86VAK/Gcc65EtAILM13EG3nmb1zzqXj1TjOOVcCvBrH\nOedKgJfsnXOuBHhm75xzJSCON9A651zR8zp755wrAV6N45xzJaBIMvucT17inHMdWpyoGieTJQ1J\nAySNkDRe0seSzgjbh0gaJWmcpNGStgvbJek6SZMkfRCGgW861wmSJoblhEzehpfsnXMuneyV7BuA\ns81srKRuwBhJLwF/BS42s+ckHRhe7wEMAwaHZXvgZmB7Sb2BC4GhIboxkoab2fx0F/fM3jnn0slS\nbxwzmw3MDuuLJX0CrEWUYXcPyXoAs8L6ocA9YY6PUZJ6SlqT6IPgJTP7BiB8YBwA/Dvd9T2zd865\ndHJQZy9pELAV8DZwJvCCpL8RVa3vFJKtBUxPOGxG2JZqe1peZ++cc+k0db3MrM6+b6h3b1pOa346\nSV2J5uY+08wWAT8HzjKzAcBZRNO5Zp2X7J1zLp3WleznmtnQVDslVRBl9Peb2eNh8wnAGWH9EeD2\nsD4TGJBw+Nph20yiqpzE7SNbCsxL9s45l07rSvYpSRJRqf0TM7smYdcsYPewvhcwMawPJ5qjW5J2\nABaGev8XgP0k9ZLUC9gvbEvLS/bOOZdO9ursdwaOBz6UNC5s+z3wE+BaSeVADdBU9fMscCAwCVgG\nnARgZt9IuhR4N6S7pKmxNh3P7J1zLp3s9cZ5A1CK3dskSW/A6SnOdSdwZ2uu75m9c86lUyRP0Hpm\n75xz6TQ9QdvBeWbvnHPpeMneOedKgGf2zjlXAnzyEuecKwE+eYlzzpUAr8ZxzrkSUCSZvQ+X4JzL\nnif+Cb8aBqNH5juS7MnScAn5lrOSvaQBwD3A6kS36zYzu7ZZmmOB84ieKlsM/NzM3s9VTM65HJo2\nEf72a6itgfdeh9cXg1I9MNqBFEnJPpfVOElnZTGz8QlppgC7m9l8ScOA24hmZHHOdTSV1YCiDL5T\nl3xHkz2NeG+cdNLMyjI+Ic3/Eg4ZRTRUp3OuI1pjAFz7LLz7Mhx4fHGU6sFL9q3RbFaWVE4Bnktx\n/GmEkeAGDhyY5eicc1kzdI9oKSbe9TIzSWZlSZZmT6LMfpdk+83sNqIqHoYOHWo5CtU551bmJfuW\npZiVpXmaLYhmZhlmZvNyGY9zzrWal+zTSzMrS2KagcDjwPFmNiFXsTjn3Crzkn2LUs3KMhDAzG4B\nLgD6ADdFnw00pJu/0Tnn2p8gXp1h2uU5jaQtctkbJ92sLE1pTgVOzVUMzjnXdgIqMkxbgpm9c84V\nh9Zk9oXLM3vnnEsrBlTmO4g288zeOefS8pK9c86VgBjQ8Yd/kFnHekZJ0tfA1HzH0YK+wNx8B5GG\nx9d2hR5joccH7RPjOmbWry0nkPQ8UayZmGtmB7TlernS4TL7jkDS6ELuQurxtV2hx1jo8UHHiLGY\n+Hj2zjlXAjyzd865EuCZfW7clu8AWuDxtV2hx1jo8UHHiLFoeJ29c86VAC/ZO+dcCfDM3jnnSoBn\n9q0g6QBJn0maJOl3SfZXSXoo7H87zNCFpEGSlksaF5Zb8hTfbpLGSmqQdESzfSdImhiWE3IRXxZi\nbEy4h8PzFN9vJI2X9IGklyWtk7CvUO5huhgL4R7+TNKHIYY3JG2asO/8cNxnkvbPRXwly8x8yWAB\nyoDPgfWIBsp4H9i0WZpfALeE9aOAh8L6IOCjAohvELAFcA9wRML23sDk8LNXWO9VSDGGfUsK4B7u\nCXQO6z9P+B0X0j1MGmMB3cPuCeuHAM+H9U1D+ipg3XCeslzGW0qLl+wztx0wycwmm1kd8CBwaLM0\nhwJ3h/VHgb3DJC4FEZ+ZfWFmHwDxZsfuD7xkZt+Y2XzgJSAXTwG2Jcb2kEl8I8xsWXg5Clg7rBfS\nPUwVY3vIJL7E6Um7EE0PQkj3oJnVmtkUYFI4n8sCz+wztxYwPeH1jLAtaRozawAWEk3OArCupPck\nvSpp1zzFl4tjW6Ot16mWNFrSKEmHZTc0oPXxnQI8t4rHrqq2xAgFcg8lnS7pc+CvwK9bc6xbNT4Q\nWvuYDQw0s3mStgGelLSZpZiA3aW0jpnNlLQe8IqkD83s83wEIuk4YCiwez6un4kUMRbEPTSzG4Eb\nJR0D/BHIWRuHi3jJPnMzgQEJr9cO25KmkVQO9ADmha+l8wDMbAxRXeSGeYgvF8e2RpuuY2Yzw8/J\nwEhgq2wGR4bxSdoH+ANwiJnVtubYPMdYMPcwwYNA0zeM9rqHpSnfjQYdZSH6FjSZqOGoqeFps2Zp\nTue7DbQPh/V+hIYmooarmUDv9o4vIe1drNxAO4WoYbFXWM9qfFmIsRdQFdb7AhNp1vDXTr/jrYg+\nrAc3214w9zBNjIVyDwcnrB8MjA7rm/HdBtrJeANt9n43+Q6gIy3AgcCE8I/0h7DtEqLSE0A18AhR\nw9I7wHph+w+Bj4FxwFjg4DzFty1RPehSYB7wccKxJ4e4JwEn5fEeJo0R2An4MGQGHwKn5Cm+/wJf\nhd/lOGB4Ad7DpDEW0D28NuH/YUTihwHRt5HPgc+AYbm6h6W4+HAJzjlXArzO3jnnSoBn9s45VwI8\ns3fOuRLgmb1zzpUAz+ydc64EeGbvWk2SSbo64fU5ki4K6xdJmhlGNPxI0iEJ289pdp4vJPUN60tS\nXKtTGGKiLMnooeMkVWbh/ZwoqX/C69sTR2Js5bl+KenktsbkXLZ5Zu9WRS3wg6aMOom/m9kQ4P+A\nOyW15e/sZOBxM2sMrz83syEJS11i4vDkcmudCKzI7M3sVDMbv4rx3gn8ahWPdS5nPLN3q6KBaP7Q\ns9IlMrNPQtpUHwqZOBZ4Kl2C8K3hXklvAveGbwCvh3Hxx0raKSHteWEs9fclXRHGzB8K3B++KXSS\nNFLS0JD+6JD+I0lXJpxniaTLw3lGSVo9vOdlwBeSfLRGV1A8s3er6kbgWEk9UiWQtD3RUMVfh01n\nJVbBkFCaTnF8JdFTyF8kbF4/4Rw3JmzfFNjHzI4G5gD7mtnWwJHAdeF8w4iG0d3ezLYE/mpmjwKj\ngWPDN4XlCdfvD1wJ7AUMAbZNGCmyCzAqnOc14CcJsYwGcjGyqXOrzEe9dKvEzBZJuodoeNrlzXaf\nFUZcXAwcaWYWhvX/u5n9rSmRpC9auExfYEGzbZ+HKqLmhidk1BXADZKGAI18O+jcPsC/QukbM/um\nhetvC4w0s69DvPcDuwFPAnXA0yHdGGDfhOPmABu3cG7n2pVn9q4t/kE01s+/mm3/TqbeBsuJxhvK\nxNKE9bOIxobZkujba00WYmmu3r4da6SR7/4vVbPyB6BzeeXVOG6VhZLxw0QTZOTi/POBMkmZZvhN\negCzzSwOHE80VR5Es0edJKkzgKTeYftioFuS87wD7C6pr6Qy4Gjg1QyuvyHwUStjdi6nPLN3bXU1\nbWuAbcmLwC6tPOYm4ARJ7xNVpywFMLPngeHA6NBm0NQV9C7glqYG2qaTmNls4HdEIzO+D4wxs7SN\nxcHORB8szhUMH/XSFTRJWwNnmdnx+Y4lE5K2An7TUeJ1pcNL9q6gmdlYYESoRukI+gJ/yncQzjXn\nJXvnnCsBXrJ3zrkS4Jm9c86VAM/snXOuBHhm75xzJcAze+ecKwH/D7kaFw/iU3OQAAAAAElFTkSu\nQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W386QNcJiPnC",
        "colab_type": "text"
      },
      "source": [
        "**Visualize all crossplots!**\n",
        "\n",
        "We have created a Panda dataframe consisting of GR, Perm, DT, PHIE, Vsh, and NPHI. We will show crossplots of each log. Let's use `seaborn` library."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MMwWMVuiXzmp",
        "colab_type": "code",
        "outputId": "c8193fea-ba30-4bf9-da23-24a69fbc2b70",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "import seaborn as sns\n",
        "\n",
        "sns.pairplot(logfile)"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:839: RuntimeWarning: invalid value encountered in greater_equal\n",
            "  keep = (tmp_a >= first_edge)\n",
            "/usr/local/lib/python3.6/dist-packages/numpy/lib/histograms.py:840: RuntimeWarning: invalid value encountered in less_equal\n",
            "  keep &= (tmp_a <= last_edge)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f4ce5914c50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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PffuWDsU6yw+dAgCsP3iyQ8HL4NcDtWaMt1qkWk3631fuPQEJgfJDp/CDGTeh\nbH8V7tt0BGX7q/DQX92I1b/7GFkOK/5S34Jzl9y40KLqQYLS6aM7dBcq2V6JdJsZZfur9O0jOek2\nVLQvzDl/AsoPnQp0DTEo/BmsVxF0oKoOWQ4rdpdMxZ7SqVg1K18PWJRur0RR4ZV62cdrmvDsG9XY\ntWwK3l55B/Ytn4a8IelhwQlFEchOt2HYwMBrn70UCJhoGhcqIuqfNE1C9XvR5NL0wAVw5Vzw2Iwx\nWDOnACMG2ZFlZ+CCqLfwSCKKUz6/cXq4z68hxcL95ESRqD5/xI4ZLy6+DYoQ+Pxia1idhvoWD7x+\nP7Y+OAlCCJy5EKjjUN/iwZo5BZBSGmY8NLm8Ya/R6FQxe/xwaJqmb71ocnnxzO8+Rn2LB4McVmz6\n46lAgKCtA0iw3oTRmG1mBbtLpsLr12AxKchJswGA/phfk2h2e1FUmAtNyg71KsqLC7H+4CdhPzc3\n0w6LWYHXpxm2PG2/5aO+xQOrObCFJBKjbJfNCyd2CHQQEfUHLtWDC04/JGC4dt+Y7YDFJPpFO1Si\neMKjiShOWUzG3UYsJgVWM98MEEViNZsMj530FAsUAfxo9wd44q68sDoNFcWF8GlaW9bEVwAAT337\nZnj9GuxWE7a/c8awI8izb1SHvca5y26U7a/C2nvHYXC6DY+EpBK/MG8Cdr33GRbdPkovgLm6qABb\nDp/GIIcVe0qnosGp6gU978zPwQWnipJtlR0CAtdl2PFFYyv+Zs2hsH/7+BEZ2LVsiv57yEgx44ff\nvKnDto/BDhsanKrh7yk73aY/3tkaFkbZLku3HsW+5dOuGvQgIko0brcPF5x+1Dd7kDMgxXAdNSkM\nXBD1BR5RRHHKZhEoLy7Uq1cH76LaLAJfNLoxIIX7yomMZDms2LxwYlgWQHlxIZ594yMUFY5AfYsH\nrx7/Iqzl6PMHP8GSaaPw0F+PwkWnF0teel//eeNHZKB0+mhkp1vx8rIp8GsSFkWg1RteqDK4z7m2\n0YVhA1Pw7qkLWDUrHznpNqTZzHB7/bh/8vX4+10f6Bkff6w+jx/OuCmstk0woPHP38nHvHZ1NkID\nAkZBGqMsiVuGDjCsSWH0e9q8cCKGD7R3uYZFpGwXtkwlov7E7fbhVINT3ypyZ34ONhYXhgWqK4oL\nMZhbRYj6BI8qojjVqmpYf/CTsKJ/6w9+gn/57ldRsr2SdzSJIlAUEVZEUgiBn7z2IQ5U1aG+WcXq\nogKoPs2w5WjZ7LG4Pis1LChwvKYJZfur8Mw9X8OwDDsW/fo9rJqVj72VNXhx8W245PKiwanq21CC\nd93W//5Uh7txOx6eHBbwmMxPAxwAACAASURBVDflBr1IJ3Blv/TukqmQUl41IBAp+NA+SyJYk+Ja\nv6fQQEVX15ZI2S5smUpE/YXb7cN5pyesxkWwbtHOpVMgpYRZEaxxQdSHeGQRxSm/JnGgqi6sOwIA\n/PN38nlHk+gaQt+Af9HYqh9Hx2uasPbNaqy5tyBiAU6rWWDNnAK9YG5wi4hZUXC2yYWy2WMxKtuh\nB0OeuCsPZfur9OduLC6EJiVeWnIbFr94JaNiw/wJ2HnkDFbNykeWw4pBDisUYbxfWkp5zYDA1YIP\n3fk99URnAylERInI7fbhgksN694UdKCqDsu+PhrZ6TYGLoj6GI8uojhlVgTuzM9BUeEIPfNib2UN\nAN7RpOSjaRINTrVLb9KD3yOBDpkUNRddhoGBVtUPnwY8+0Z1WNbTs29UY+3ccVj9u4+w6PZROHfJ\njdxMux4MCQYkhgxIwUWnB/M2v4vfLr/dMPsD/31Gf73dJVMjBig6ExDoreBDT/VGICVWujO3iCh5\nBDMu/JrEQLvFsO12droNQxw2Bi4oqcTi/MkjjChO2a0KfvCNMXgkpEDgxvkT0Oz2oaK4ECYlsGjw\nIpv6u+50sgj9nuw0GzbOn4BHdhxDdpoNj80Yg6/kOPTHQrMr7FYTLru8qG/xoGRbpf7zcjPtsJoU\nrLjrZrSqfgxyWPSaNMFtJWvmFKDB6cFPXwtkYXh9GoZnpgIIz/4Iqm10wSQQMUCRaAGBeAmkdAW7\npBDR1bSvcRHMogMCGRfBGhcMXFCyidX5k0cZUZxye6X+xgoIvNF5ZMcxvLxsCtb/50kc/rSBF9mU\nFCJ1sgjWhQi+qQ8+N5jpsO6tQPHM2kYXWjw+rJt7K1Isin5c3Zmfg51LJwMysE3r3GU3dh75HPOm\njOywbWT9/ePRqvrw0JYrJ+kX5o3H9ocCrVU1KXHukhs/fa1Kr3sRmh0VaQuIoihXDVAkYkAgkcSi\nSwozPYgSQ3CrSGiNi9pGF5bvOIYXF9+mbxVh4IKSUVfOn7153uORRhSnfJpmuBf+ssuLGflDsLuy\nlq0IKSlE6mTxZZMLc8rf0aP9NrOiF+EMdu2ob1ZxvKYJz75Rjefmjgsr0nmgqg5VZ5ux5cFJWNT2\neMWCQnx/53Fkp9n0bSOtqh/Z6VY8sDm8sOajO49j20OTUH/ZA9WvYeXeK8GOigWFYds7rrYFhAGK\n2Il2lxRmehAlBrfbh1MXnXCpxmuESREYOjAFmXaFgQtKSp09f/b2eU/p0aiJqM+YhEBupj3ssdxM\nO9JSLMiwWwCwFSElh2DWQqjcTDsanCqAK9H+zxpaO3TtKJ0+GkCgzkWz22d4ovV4/dg4fwJyM+3I\nsFtQ2+jC8ZomlGyrxH2bjmDJS+9Dk8aFNRUhkJVmxZbDp7FqVj72lE7FzocnIy8n/KQcugXk7ZV3\nYN/yaXzDGgciza2+qikU6U5VcC4TUex5PG1dRbZVosGpGq4RJkVgoF2B3crAMyWnzp4/e/u8x+AF\nUZwSAlhdVKAvDME7yYoABjms2LVsCl5cfBvsVhbupP4tmLXQ/lgoP3RKf06wU0io2kaXnv2Qm2lH\neorZ8ESbkWqFJiXKZo9FTrpNf874ERmoWFCIPaVToYhAAd3232u3mHBDlgNP312AsdcNwPVZDuRm\npsJs7nh6DWZYDM9MRXa6jYGLOGA0t/qyS0q0Mz2IqGtU1YcGlwqvP9CquvzQqQ7XYuXFhRjsMMFh\n5TpOyauz58/ePu8xz4koTkkJ/W5usOPBlsOn8U/fyceSl94PS73KsHPPNPVf7QtXBjt3HK9p0p8T\n7BQSKjfTjmEDU7CndCq8fg0XnSq2PDgJnze0Yv3Bk6hv8WDzwokwCeCF3/8FRYUj0OLxoby4EOsP\nfoJFt48K2wqysbgQQEiRtgWFGJxm47aPBBbtoqjXan9LRLHj8fjQ5PbiotOL+maPYUepjFQrMuxm\nOFJSYj1copjq7Pmzt897zLwgilOpNgWPzbgJZfurcN+mIyjbX4UffvMmPP16FVOOKemEZi0MHZCC\nx7+VFx7tXzAR12eldrgDYFYEnn79I2gS+D+7/hcznvsDVr36Icr+bix++8jtGJOdBp8msfLbt8Bq\nUvAvr/4ZLtWPJ2feogcugLaCudsrseKumyNuDaHEFM2MmGhnekSTpknUN3vwRWMr6ps90DQZ6yER\ndVow40L1S7i9fqRYFDx37zg9gFG2vwpevwYBiUEOBqspMfX2Ot2Z82dvn/fiIvNCCPE4gIcBSAB/\nArAEwDAALwPIAlAJYIGUku/QKGmoXgmBQCp7qtWEVtUPq0mgvjn8MGDKMSUjm1kJOzZsFgUjM1M7\n3AFocKp4bMaYDoGI0u2V+G3pVFTXNaNk25UWeKuLCvDK0RqUTB9tmOZoMyu4PsvBDhHULYnW/raz\nWIiUEpmmSXze5EJ9syesy9Qv5o3HM/d8DRaTguGZdljNCgYx05USVKzW6d4+78U8eCGEGA7gMQD5\nUkqXEGI3gPsB/C2AdVLKl4UQ5QAeArAxhkMliiqvJlGy/ViHNKuy2WOx5KX3wx5jyjElkwanGtY1\nBAgcB0add7IcVtwwONW4UKdf6oGL4GMr957Aqln5ONvkMkxztFvN3CJCPdIftxnFouUsUW+54PSg\n5qILq179MGwOf3/ncayalY+y/X/CntKpGOxgjQtKXLFcp3vzvBcv20bMAOxCCDOAVABnAXwDwJ62\nr28B8HcxGhtRTPg1afiGa6RBanx/SDkm6qyuFH9SFAGH1bhQp8dn3I44w27B1nfOoGJBIY81ok5g\nIVJKRMEUepfqR6rVZDiHsxxWbFpQiJz0FAYuKKH1l3U65pkXUsovhBBrAXwOwAXgAALbRJqklL62\np9UCGG70/UKIZQCWAcDIkSP7fsBEPdTZOWs1KYZ3fs82ufTCUddl2DF0AE+o1LfibZ3tavGnwWk2\nbF44MSxVsqK4EOcuGWdXtKp+PDbjJtyUndbv0vuTSbzN2/6MhUh7B+ds9ISm0K+alR/xmmvYwBQM\nYeAiIs7ZxNFf1umYZ14IITIBzAYwCsB1ABwAZnb2+6WUm6SUE6WUE7Ozs/tolES9p7Nz1qQIPH//\nrWF3ftfMKcBzBz5B2f4qOGxmBi4oKuJtne1q8afQ/ZZvr7wD+5ZPw7CMFGx950yHFngb509AikXB\n+oOfoNHtZWvTBBZv87Y/68+FSKOJczZ6Ljg9ekC7/NApZDosWDMn/HxQsaAQQ9JTDFtfUwDnbOLo\nL+t0zDMvAHwTwGkpZT0ACCF+C2AagAwhhLkt+yIXwBcxHCNR1Ll9fvxs/0d6q1SvXwMA/Pz+W5Fq\nNfMuMCWt7hR/ar/fUtMkHv9WHta9VY3fLJ2CL5tcaHJ58S+v/llvwfrPs7Q+/7cQ9Qf9tRAp9V9u\n75UU+uM1Tfjpa1V4cmYeXl42BR6vBqtZwbABDFxQ/9Ff1ul4CF58DmCKECIVgW0jMwAcBfB7AHMQ\n6DiyCMCrMRshUQyYhEB9iwcl2yr1x3Iz7di1bAoLoFHS62nxp+BJ/Om7C+Dx+fGjVz7okEppSqzz\nOVFM9cdCpNT/+Hwa6lo8UIQIS6E/XtOEFXtO4OVlUzDAbknIN3VE19If1umYBy+klO8KIfYAOAbA\nB+A4gE0AXgfwshDiZ22P/Sp2oySKvhSLghfmjcdFp1dvBznIYUGKhXcBqH/QNIkGpxqzOwCKIpDl\nsOJ8sxtr5hSEtchbM6cAKVYea8kg1vOQiKLD6/Xjy8tu1Dd7MMhhxQvzxuPRncfD1v1UqwmDHIn9\n5o6ot8Tj+THmwQsAkFL+GMCP2z38KYBJMRgOUdxQhNBbdwX34xP1B7HqN95eg1NF7UUXUq0mlM0e\nqwcKU60mCPANbH8XL/OQiPqWpkl8UteCku2VYddU6+beCk1KtKp+DBmQggx7Yu3/J+or8Xp+5G0l\nojjl8mp4ZMexsH7Mj+w4BpeX+/Ap8UXqN97gVKM6DtXnhyYlfvJaFdS2ujKqX8NPXquCS02s9mHU\ndfEyD4mobzU4VT1wAVy5pspItWDowBSMHT4QN2Q5GLQkahOv50cGL4jilF+Thv2YNU3GaEREvSde\n+o1bzYFMi+z08Ltt2enWhGsfRl0XL/OQiPqGpknUN3vQqvoMj/VLLi8sJoUdpYjaidfzI4MXRHHK\nbjHp7YyCcjPtSLHwDRUlvmC/8VCx6Dee5bDiKzkOfP8bY1C2vwr3bTqCsv1VeGzGTci0W6I6Foq+\neJmHRNT7gmnvd294Gx+fazY81rPTbchJY40Lovbi9fzI4AVRnDKbRIee42vmFMDMFgjUD8RLv3FF\nEbBZTFjebotW6fZKNLq8UR0LRV+8zEMi6n2hae/lh05hdVH4NVVFcSGuYztUIkPxen6Mi4KdRNSR\nS/Xj6OmL2Ll0CqSUEELg1WO1GDkoFXDEenREPdOTfuPBVndevwaLSUFOmq1HF59enxaXqZHU9xRF\n4CuDHdi1bAp8moRZEchJY/o4USILPUe8uPg2bP7jp9hdWYu1b1Zj1ax83DI0HXarOS46JxDFo2CX\nkUGpFuwumQopZaeu06LRnYTBC6I45bCZ8Dc352De5iN6ld8N8yfAYWM6M/UP3ek37vNp+Ph8M0pD\nKsaXFxfi5iHp3Q5gBFMjQwMY8ZAaSX3P59NQXdfSq/OJiGLH6Byxoa1T2+7KWpTtr8K+5dO6fO4h\nShaRu4zYrxm4iEZ3Ep6ZieJUq6p1SGVfvuMYWlV2G6HkVdfi0S9KgStbPOpaPN3+mfGaGkl9ry/m\nExHFjtExvXzHMSz9+o1c24k6obtdRqLVnYSZF0Rxyus3TmX3+Rm8oOTVF8dFT7awUGLjOkvUv0Q6\npq1mBfuWT+PaTnQN3e0yEq3uJMy8IIpTFpNiWOXXbOJhS8mrr46L4BaW4ZmpbJmXRLjOEvUvkY5p\ntkMl6pzudhmJVncSnp2J4lROmg3lxYVhqezlxYVs6UVJjccF9SbOJ6L+hcc0Uc90dytttLbg9sq2\nESHESCnl573xs4gowGxWcPOQdOwumQqfX4O5F7oqECU6HhfUmzifiPoXHtNEPdPdrbTR2oLbpeCF\nEGIqgOEA/iilrBNCFAB4CsBfAxjRqyMjIpjNCq7LsF/7iURJhMcF9SbOJ6L+hcc0Uc90pxtcT76v\nS6/R2ScKIdYA+DWAIgCvCyF+BuAAgHcBjOmb4RERERERERFRsutK5sV3AIyXUrqFEJkAagCMlVKe\n6ZORERERERERERGhawU73VJKNwBIKRsBnOytwIUQIkMIsUcI8bEQ4iMhxFQhxCAhxFtCiJNtf2b2\nxmsRERERERERUWLpSubFjUKI10I+H9X2uQAgpZTf68E4ngfwhpRyjhDCCiAVwD8COCilfEYI8RQC\ntTVW9uA1iBKOpkk0ONU+LXxDRAE83qirOGeIooPHGhEBXQtezG73+XMAZNvfu716CCEGAvg6gMUA\nIKVUAahCiNkAprc9bQuAQ2DwgpKIpkmcaXDis4ZWpFpNaFX9uD4rFTdkOXjCpn4tFhepmiZRfb4Z\nS7ceRW2jS2/xlTckncdbP9fd+cY5QxQdvB6i/oABuN7RleBFBoBcKeULACCEeA9ANgIBjJ4EFUYB\nqAfwohBiHIBKAD8EMERKebbtOecADOnBaxAlnCaXivOX3Vj16of6hfGaOQXISLVgkIP9yql/itUb\nwganqr8mANQ2urB061HsWz6tzytnU+z0ZL5xzhBFB6+HKNEx2N17ulLz4kkAodtGrAAmIpAdUdqD\nMZgBTACwUUo5HoATgS0iOimlxJUsjzBCiGVCiKNCiKP19fU9GAZRdHR2zrpUP1bsORF2Ybxizwm4\nVH+0hkoEILrrbKQ3hA1OtU9fV/X59dcMqm10QfXxeEtUnZm3PZlvnDPU23hNa4zXQ/GLc7ZzYnVt\n0x91JXhhlVLWhHz+P1LKBinl5wAcPRhDLYBaKeW7bZ/vQSCYcV4IMQwA2v6sM/pmKeUmKeVEKeXE\n7OzsHgyDKDo6O2f9UhpeGPsNw3hEfSea62ys3hBazSbkZtrDHsvNtMNqNvXp61Lf6cy87cl845yh\n3sZrWmO8HopfnLOdw2B37+lK8CKs24eU8vshn3Z7tkopzwGoEULktT00A0AVAlkei9oeWwTg1e6+\nBlEiSrEYXxinWLpy2BIllli9IcxyWLF54UT9tYMpnVkOa5++LsVWT+Yb5wxRdPB6iBIdg929pytH\n/btCiKXtHxRClAB4r4fj+AGAHUKIEwBuBfB/ATwD4FtCiJMAvtn2OVHSGOywGV4YD+b+TurHYvWG\nUFEE8oakY9/yaXh75R3Yt3wa96ImgZ7MN84Zoujg9RAlOga7e09XCnY+DuD/E0LMA3Cs7bFCADYA\nf9eTQUgp/xeB+hntzejJzyVKZKEXxqxMTMkilvNeUQQLLSaZns43zhmivsfrIUp0nMO9p9PBCyll\nHYDbhRDfAPDVtodfl1L+V5+MjIh4YUxJifOeoonzjSj+8TilRMc53Du6knkBAGgLVjBgQURERERE\nRERRwUo3RERERERERBTXGLwgIiIiIiIiorjG4AURERERERERxTUGL4iIiIiIiIgorjF4QURERERE\nRERxjcELIiIiIiIiIoprDF4QERERERERUVxj8IKIiIiIiIiI4po51gMgosg0TaLBqUL1+WE1m5Dl\nsEJRRKyHRZRQeBwREcUW12Ei6g0MXhDFKU2TqD7fjKVbj6K20YXcTDs2L5yIvCHpPOETdRKPIyKi\n2OI6TES9hdtGiOJUg1PVT/QAUNvowtKtR9HgVGM8MqLEweOIiCi2uA4TUW9h8IIoTqk+v36iD6pt\ndEH1+WM0IqLEw+OIiCi2uA4TUW9h8IIoTlnNJuRm2sMey820w2o2xWhERImHxxERUWxxHSai3hI3\nwQshhEkIcVwIsb/t81FCiHeFEH8RQuwSQlhjPUaiaMpyWLF54UTcmZ+DigWF2FM6FTsfnoxMuyXW\nQyPqFk2TqG/24IvGVtQ3e6Bpss9fM3gcBS+cg3utsxw8pVByiMVxR8nLaL5xHaZo4XrX/8VTwc4f\nAvgIwIC2z1cDWCelfFkIUQ7gIQAbYzU46rwbnno91kPoFxRFYEx2Gn74zZtQsq2SRa4oocWqYJui\nCOQNSce+5dNY5Z6SDgslUjRdbb5xHaa+xvUuOcRF5oUQIhfAdwD8su1zAeAbAPa0PWULgL+LzeiI\nYueiS9UDFwCLXFHiilSw7dxld5/fIVEUgex0G4ZnpiI73caLGEo43b2byEKJFE0XnJ6I843rMPXU\ntdZBrnfJIV4yL34O4EkA6W2fZwFoklL62j6vBTDc6BuFEMsALAOAkSNH9vEwiXqus3NW0yRaPSxy\nRbHXG+tspIJtXza5MKf8Hd4hoV7XX64PenI3kYUSE0siz1lesySnaM3ZzqyDXO+SQ8wzL4QQswDU\nSSkru/P9UspNUsqJUsqJ2dnZvTw6ot7X2Tnb4FRx+oKzx0WuuP+Peqo31tlIBduCd0RC75BwzlJv\n6C/XBz25m9jfCyX2t7UiUeespkmcu+yGT5N4cfFtGD8iQ/9af5pv1FG05mxn1sF4W+/62/oUL2Ie\nvAAwDcD3hBBnALyMwHaR5wFkCCGCmSG5AL6IzfCIYkP1+bH+4EmsLioIK3JVUVzY6SJXwUj13Rve\nxrTVv8fdG95G9flmLqAUdUYF21YXFaD80Cn9ObWNLmiaxjlLFKIndxP7c6FEnt/iQ/D/YW7FO/jm\n//sHrHr1Qzw5Mw/jR2R0+ZqFKJLOrIPxtN5xfeo7Md82IqX8BwD/AABCiOkAnpBSzhdCvAJgDgIB\njUUAXo3ZIIliwGo2ob7Fg7VvVmPVrHxcNzAFA1MtUIRAbVMrUiwmDHbYAAQi0kZFsCJFqn+7/HYI\nCBbOoqhpXzhTCIEtb3+K0umjkWG3oMnlxd7KGvglsO6twJwPPr7urWr85HtjIaXkfKWkE7ybGHrh\n3tm7iX1dsFbTpH7+sVtN8GkSXp/WrdcJ/Vmd+f5I57d9y6chO93W5Z9HXaeqPtQ7VTg9PqyalY/y\nQ6dwvKYJK/acwLYHJ+FMQyuGZaTw90491pl1sDfWu9B1QwgBkwAURenyz7nW+tT+tbhGdV7MgxdX\nsRLAy0KInwE4DuBXMR4PUVQFI8hLtx5F+aFT+Mn38vFFowsr9py4st9vwUTYLAoW/vo9wz2AkSLV\nrR4/in/1LqsxU1QFC7YBgM+n4bu35qJ0+5VOOuXFhVAEsOj2UVi598o8X11UgGa3F3f9/L85Xynp\nhJ4LQtfszt5NDD3uelPoHvTsNBuenJkXfn7qwnHanboeV7sTy64DfU9Vfaiud+KRkDV8dVEB1r5Z\njeM1TWhwqhg6MAUZdmZdUM91dh3syXpntG6sLirAlsOn8fi38rq0flwrU4RrVPfFw7YRnZTykJRy\nVtvfP5VSTpJSfkVKea+U0hPr8RFFU2gE+RfzxuOi06tfGAJtUdxtR/FZQ2vEPYCR9v+dvuBkNWaK\nqUaXVw9cAIF5WLq9En5N6oGL4OMr956A3WrWP+d8pWQSei54e+Ud2Ld8Wlxc4IbeWSydPrrj+akL\nx2l36npcbX87uw70vXqnqgcugCtrden00cjNtOO6DHtczFPqH6KxDhqtGyv3nkBR4Ygurx9CCMP1\nKdBQk51ReiKughdEFC40gpxqNRlGcVOtpg6PBSO7Rvv/KooLsf7gyYjfQxQNke5K+DUZ4XEt7HPO\nV0om8dhmMvQYzrBbelTlvzt1Pa62v51dB/qeL8JaHfx/GTqA20Wod/X1Ohhp3Qiub11ZP0wCHWrW\nrS4qgElc/bW4Rl1bPG8bIaI2VrMJrarfcL9fqxq+0IXuATTa/2dSgPoWT8TvIYqGSPtXTYowfNzn\nl2Gfc74SxVboMdzk8na7Lkf7n9XZ77/a/vae1AmhzjFHWKuHDUzBsIF2Bi4o4URaN4LrW1fWD0VR\nsOXw6bD6XVsOn8bTdxdc9bW4Rl0bMy+IEkCWw4rrs1KxZk54FHfzgom4Piv1qpWV20eqM+zxU42Z\nkleku6Y5aTaUFxeGPb6xuBB7jn4e9jzOV6LYCj2Gyw+d6nh+6sJx2t0uAZHuxMZT14H+KtthxUaD\ntTqbRQcpQUXqira3sqbL60eWw4rHv5WHsv1VuG/TEZTtr8Lj38rTfwbXqO4TUvafli0TJ06UR48e\njfUwkt4NT70eldc588x3+upHR+2s29k5q2kSF5we+DUNmgZoErBZlGt2G7naz2OF434nKv+BvbXO\nBue02+uHSQjYrSZk2APz0OfTUNfigc+vwWxSkO2wosnt43ztf+JuraWAzp4jYtltJNo/r01SztlI\nv8tgtxGfJmFWBLIdVlitTOqOQwl1fdDXrrY29Fa3kWu9Tme+nuQi/iK4wlDC6k6QpA8DHn1C0ySa\nXCrONrlRElLRe/PCiRiecaVQUVcrK/dV9XmizjCqsl2xoBADbBYoioDZrOC6jPBCV9kWplISRUNX\nquD35rmkt89LPM/1Dp9PQ3VdM0q2VXaYD1arGcMZrKAEcq31rTPrRmeDDtf6WVyjuofbRojiVHCB\n/aDmkh64AAIFfda9VY1zl934orEV9c0eaFr/yaCi/s+oynbJtkp8eckFTZPQNIn6Zg/nN1EM9GUV\nfB7bicXn03Cu2Q2X6seqWfkYPyKDXREoofV0fQtem9+94W1MW/173L3hbVSfb+a1SxQxXEoUp4IL\n7HP3jgsr6DN+RAYW3T4KcyveYW9oSkiRqmzXNXuQlmLG+cse9j4nipG+qoLflYwOij1Nkx0yLlYX\nFWDtm9U4XtPErgiUkHq6vkUKfrz2/Wm8dokSZl4QxangAhuschxUOn00Vu49wd7QlLCCVbZD5Wba\n0eBU4VL97H1OFEORjs+eVsHvy4wO6n0NTlUPXACB/6+Ve0+gdPpodkWghNXT9S1S8IPXLtHD4AVR\nnAousOWHToX1is5yWNkbmhJalsOKigWFhhW9/VJyfhPFUF9Vwe+rjA7qG5H+v4LrN7siUCLq6foW\nKfjBa5fo4bYRojgVXGCXbj2KtW9Wo2z2WIwa7IDVrLA3NCU0RRHIy0nHzocno67Zgwanii2HT+Px\nb+UhxcLe50SxpCgCeUPSsW/5tF6tgh+86OexnRgi/X8NHZiCoekpTIWnhNTT9S302jx0ewivXaKH\nwQuiOBVpgQVguHDyLgglErNZQW5mKuxWM4YNTMGEkQWc30Rxoi+q4Ee66OexHZ+M/r8qFhRiaHoK\nzGYmblPi6sn6xmvz2Eu64EUytNek/qP9AhtszzQo1YLdJVMhpezWXTH2lqZ4EGl+Z6dZsWvZFPg0\nCYtJQU6ajfOTKIZ645zRVxkdfTnmZBFsy+5S/fBLiRSLCYMdtqj+fxEliuC1S3CNOXvJBavZhDHZ\naRGPF65HvSfpghdEiSR0sbOYFbS4fVj46/faVTK2dzlwwYrvFG3XOnEH5+W6t6qx6PZRelFazk+i\ngFhd/PbmOaMvMjqM8DzXeZom8UVTKxpbvVi+41iH31c0/r+IuirWwYCurDFcj3oX876I4lT7XtL3\nbDiMhhYPstMCFxJXq2R8tV7TrPhO0WbUF/2js5dx0Xllbja5VJy75MaTM2+G6tM6Nc+JkoXRMVR9\nvlk/fq625vdUPJwzuvrvi4cxJ4pmjwohBFSfhlWz8jF+RAZ/XxTXYrkeBl1tjWn/+k0urke9iZkX\nRHHqgvNKv+jxIzJQOn00hBBYO3ccntj9AY7XNBlWMr5WhJcV3ynajE7yJdsrsW7urRgywAebWcGF\nFhWrXv1Qn7Oriwqw9s3qiPOcKJlEulDet3washzWXr+rF3pXEwCy02xh541oHpPduWvJ81zneL1+\n1F50o2R7peHay98XxaO+Wg+7ks0RaY3RNK3D61cUF8Z0De1vYp55IYQYIYT4vRCiSgjxZyHED9se\nHySEeEsIcbLtz8xY61JBggAAIABJREFUj5Uomtxevx64eOKuPJTtr8Kc8new6Nfv4Ym78jC3MBcv\nLr4Nfin1yLKmSZy77L5qNFgIgT2lU1GxoBDjR2QAYEVk6ltGJ/nsNBtSrCbM++W7+N/aS/rFMxCY\nsyv3nkDp9NEAgDvzcyCE6NO7KETx7Gpvxns7y6D9Xc37Nh3BkzPz9PMF0PNzRmfvjF7rnBaJ3WrC\ni4tvw65lU/RzHc9zV2iaRN1lN7687EZdc3hGZ3Dt5e+L4lVfrIfXyuZoL7Rl6vgRGahYUIg9pVPh\n06ThzZrHZowJ+/7g8RWNLJH+Jh4yL3wAfiSlPCaESAdQKYR4C8BiAAellM8IIZ4C8BSAlTEcJ1FU\nmYRAbqYdpdNH6/v/gcBCuOXwaaya9VWcv+zGR2ebsbeyBj/85k2wmRU0tXo7HQ1eXVSgt6hkRWTq\nK0Yt91Z++2Y80hawyLBbkJ1mw6pZ+ciwW9Dk8qL80Clk2C24Mz8HP5hxE+ZWvMO9opRUQu8Cirbz\ngVEbvt7OMjC6+F+x5wTKZo/Fkpfe71YV/c7UbxoywAaXGl69v/p8M5wen+G/z6X68PlFn15cMrQw\n3vnLnrBMrjVzCjBkQArPcwj8fk5faMHnF11ItQaCEz/+Xj5++lqVnumW5bCiYkEhf18Ud4I34Xp7\nPbxaNkdocc5gVkam3YLNCydi3VvVeOivbsSPXvkAtY0u7Cmdavj6NwxO1ccc7NwjIPHRucso2VbJ\n65suiHnmhZTyrJTyWNvfmwF8BGA4gNkAtrQ9bQuAv4vNCIliw241Yc2cQPvI0IVw/IgMLLp9FB7Y\nfARzyt9B2f4qPHrHGLx2vBY1F11we/16NDgoN9MOr0E0eOXeE/jJ98ZyoaQ+FWy5F5yXuZl2DB2Y\nos9FTUo8OTOQXXTfpiMo21+FJ2fmYWRWKp6ceYse5AC4V5SSQ/u7gFve/hQbiwvDjqHy4kJk2i1h\ndwCDenLXPNLF/+icNLy98g7sWz6tS+cMo/pNLR4fNs6fgIoFgXTqpVuP4oOaS2F3PINbJxucquG/\n71S9E19/9hDu2XA47A5ppOBLWoqZ5zkAF50e1DUHgjv3bTqCVa9+CJfqx5Mz8wBcWZ/zcnhdQPEl\nuJZseftTbJg/oVfXw6sFPYyyMk7Wt2BMdhp++r2xeuACQMRr8C8aXSibPRa/f+JvsO2hSXj+Pz9B\n5edNeuAi+Hq8vrm2mAcvQgkhbgAwHsC7AIZIKc+2fekcgCERvmeZEOKoEOJofX19VMZJ1BOdnbMZ\ndiuy023ISLWGLYRGmRiP7jyG+yZdj8FpVpgU0WFRX11UgIYW1XBhllIaXqDEOpUt1q9PV/R0nVUU\ngSEDbFh77zgc/NHfoGz2WEBCn6N+TWLFnhMd3mx81tCKhhYP965TtyTy9UH7N+ATbsjCvx38BKtm\n5WPXsilYNSsf6w9+gkaX1zA42NXMiFCRLv7tFhOGZ6YiO71j6+KuFolevuMYvrzkRtn+KjxxVx6y\n02x6FkDwAj64dbL80CmsLioI+/etmVOA9QdPhj0/eMEf6U2I16cZ/nvj6VzTl3NW0yQuuTxw+zTD\n9XbogBR9f/6QNBvM5rh6i0BxKprrbHAtmXBDFn7xXyd7dT28WtAjUlZGo8sLr6bpj48fkYG0FDPW\nzCnocA3+3IFPsOSl93HmQisW/Oo9HKiqQ4bdwuubboiHbSMAACFEGoC9AP6PlPKyEFdOjFJKKYQw\nPJtIKTcB2AQAEydO5LsbinudnbOKIpBht8CrSVQUF+o1AdpnYgCBxU4IgUyHNXB3SQismVMARQg0\nubxY+2a1voe1fZqdxeACJdZtnWL9+hSuN9ZZl+rH/ZuOYG5hLn74zTEwKYE5umLPCVhMiuGcHjog\nBZdcasT0UKKrSeTrg/ZvwDPsFhyoqsOBqrqw5/34u4GL3Kw0K3YunQyTELBbTciwd79tYPDiv/36\nG+niv7tFooMX7iv3BrakaFKiYkGhvnUs1RKoW5FqNcHr1/StHwLA37cVrQ79ecE7pH5NdnrNiLdz\nTV/NWa/Xj0aXFx6fBk1Kw/8PRRHY8fBkXDcgBRYL11fqnGius8G1pC/Ww6ute2cvuSJuXTMpAnfm\n5+BAVR1Kp4/G93ce17fB5g9Lh9urocXjQ+n00Sg/dAqpVpP+s5pcXsO1yqdJ+HwaA4gRxMVvRQhh\nQSBwsUNK+du2h88LIYa1fX0YgLpI30/UH2maRJPLi9qLLljNAmWzx2LXsikdMjGAwGInpcT9m47g\njrV/wPxfvgsAeOZ3H6NkWyWO1zRhb2VNh4yMDfMnwK9pcdFONfTu17nLbqx7q5qpdAmo/V1Mny8w\nv/xS4pWSqZh72wjct+kIHtl+DKlWE8pmj0VOus1wTp++4IQiBH65KDxdnnuxqbfFy9334Dj8UuLF\nxbfpRTKDF7mhcjPtsFtNqD7fjHs2HMbXnz2E+zYdwfnLnh6Pw2ZW9HNO2eyxsIVcRPt8Gr5scuGz\nBie+bHLhsvvq5wuLWTEce5PLqz//KzkOKELoW8f2Vtbg7OUrWxue+u2fAAB2i4IzDa3/P3v3Hh9V\nfeeP//U5c8tkkpAQEgSD12I0paEQ5CL77eqiVldaloJaFfDKRexqXetlvy3b7pf6WxFdW7cil20R\n8AaCrlZ/av26svtbKFUiSi0aKSJNEEgICUwmcz+f3x+Tc5jLmVzncmbm9Xw88oAkk5kzcz6f93zm\nfT6f9wdtXf6E+9OukP78jX0JMzXWzG+ARUHC+S2ELVWDwTD+0tGNA21duGHdLnx21G14PmyKYOKC\n0moocTa64Pxwlx1X1lXH/D4V8dAo7kXX2Ih/vE+PunH92l34wd+MxZV11XpCdk9zJ1ZvP4ATniBu\nfeYDzF61U59lpkTdl9GsshVz6vHwG/vQ2jX0OJ6vsj7zQkSmWPwawKdSyn+N+tVrAG4G8EjPv69m\n4fCIsqbD60eb2w9fUMW9Wz7SB1fXNdRg9bwGLIna2uypGyfikTc/7bXA2j2XX4ANO77Espl1qC51\nYJjThkfe/BS/29ea9e1Uja5+rZhTjzZ3QL+6xql05hd/Hq+sq8bdMy7Q2+r6Wy7Wi+i1dHjxs9f2\n4cGrL4TNKhLatLZdX1uXHxtum4zls8bhrMpiHOn0YpjTBlU1Xu5ENFBmufpudBwr59bj0beasK2x\nWe8jVSUO3D1jLM4d4YIvqPZaZG4w2j0BvZimpqbCiVeWTkeF04bPjrlj+urT8xpwyXmV2NLYAgD6\n1t7dgRBa3RJhVcWqmyZi6XMfJvRv7b6FEDHrxuc0jEmodXP/1r14+c5LcHZlsT5ry+gK6e/2taLN\nHdALAAfDKhxWBd/91Y6E85vvW6qqqsRxTwB/OeHVY6/2gUlbfqrVCxjutDNxQWkzlDhr9Ler5zXg\nnssvQEuHF9sam3HvFbXwDyEeJot7z98xRU+IRvcZLYZpy+CeuXUyLAL6TIoll56Pu57/MKHO3AsL\np2Ld/ElYuGk39jR3YsPOg9h422Sc9AbR6vbr2xT/5BrjZW5kguQFgOkA5gP4oxDio56f/W9EkhZb\nhBC3AzgE4LosHR9RVngDkXWpj187PiaYzqgbid9+1IKNt00GAOxv7YIikDB9rqXDi/OrXPjvBy5D\nkU2BVRHY+UU7tjS2YM38Bvz9C3uSBnij3SFSNVXfaB9to6tfD27bi2Uz67B4U2NKH5/SJ/48zmkY\no3/IARAzXRIA9jR34vtrd+G3P5gOu1XgxUVTcbjDqy910hJXVkUgEFbxoy0fo63Lj+WzxkERAqPL\nnYkHQTRAfVWZz+Zx3L91LzYvmqpXt3/tB9NxpNOnLyNMVtl+KB++e/tA39qlxvTplg4v7ny2Ec/c\nOhlbGlv0rb2jB/kbb5usr0+PTpzvae7UP8Bo96VJthY8GFZxTqUL5cU2bF40FWEJFNkUfbcR7b1r\nT3On/t6x/paLccv6DwzPbzrf68zghMePQFiNib17mjvx2NtNWDazDheeUQqrIlDptKOoyAwfCShf\nDSXOGv3tkmcbsWxmHZa/vg9r5jegxGHB4U7j5R39iYfJ4l6r2x+TEB1bXYL9rV0xY5SWDi+sioAn\nEMJTN07EXc9/iOpSh+H9AcDY6hI8f8cUBMMSEtAvJGpqKpywWkyxOMKUsh6ppJT/AyBZym1GJo+F\nyEzCamRdqtozfbjYboEqJUYNc6LcacNXnV6MLndi+ev7sGxmneEAzGpR9A94qiqx8bbJONTejbMr\ni3sN8ANd89xfyTLvZUVWw+PRHi9Vj0/pZbROP/r7ZOs7u/whjLA54AuqMVdftd8HwxKLNzXGXO34\nxfe/ydkXlBJmufqe7DgA6Fv1+YKqnrgAoO/EEd9njGoZ9Uf01Ox2TwCrtx/Qkww2qwJvwPgYbZbT\nW3tHtvI+ve2xNxiOWZ+uzcz4yTV1cNqtegI7+nkkixV2qwWKIjDc5QBcicdf6bLr73PFdgu6A2Gc\nW+VKen5HDXOm5b3ODHy+kF7jojsQjnk99zR3Yvnr+/DcHVNQXeLgjAtKu6HE2b7q5izeFEmgVvUs\nQR1MMjJZIrPdE8CEMeV44KpanFFWBKtFwfLX9yXcTkqJa578H0wYU45lM+swosT4WCyKQGtXZMef\n8mIb7n9pL3707VrsO+KOmVVSXZK5xHmuYVqHyKRsPUWAFCGw7NVP8Mibn6HYbsHB4x4AQDAsEQiH\n8fRNE7GtsTlh3dzqeQ2wCOhrClU1MoBZ9uon2N/a1etWUooiUDuyFK8snT6orfGSSZZ5T7aecJjT\nhq1LpmHL4mkFV6zTLGvwByK+Wnf8Ov3V2w/EVOG+sq4az94+JVKETwis/a8DCXVZnp7XAH8wrFcU\n15aSBMMyr9alU/akeqtRYHD9t7fj0BK/X8VdWVy9/QAev3Z8wk4cXb7QgGOG9hjXrfm9vg33j75d\niyvrqrFybj2sioDNYly/osiqYPOiqbjwjFI8dPVF2NbYrG97HArLmPXp2gfnop7dRY6c9MKiIGaH\nAKMaTWvm9V3rJvp9TtsGVABJX9d0vddlm88Xwp/bPThy0oejJ30Y7rIl7ICwZn4DRpUycUGZkXQX\nI7ulz1iZ7G+j6+b4Q2F0dAcS2nl/kpGqKiEh8eztU/RaQ1pduA+/bMdPv1sHAJj/m/dx9wt7DHcT\nOXrKFzPrq7M7YFjPQpVSj7HNJ7xo6/LrM6G0WhujhnG3n95kfeYFERlzFVnw42vqcNO//wEtHV6s\nnFuvD8qi10OPGe7EDZPPRlmRFetvuRhd/hA6u4Nw+4JY8myjvqawtcuvT/c1WvMaH+AVRaR8ynSy\n7LlFIOHq14o59Xhg617sae7Ejgcvy/nB5ECYZQ3+QMXP2Pnwy3Y8Pa9BX7ve1uWH027BL67/JkaX\nF+GEJ4h5v/6DXg9j5xftACLTvC2KgCqBsBrG8a5gwvrsN/d+he811GT5GVM+SPVMs8H2396OQ0v8\nxs+y29PcGSl0OWsciu0WdHqDePStSIJvoMteki3fW3/LxVj331/gnsvHwmFVYvp0TYUTz9x6Mdq6\nAgk1a7SaRXc9/yGeu2NKzJXFdfMnocsX0teYa8tLtiyehq86vWj3BPDs7w9h2cw6VLrsGO6yo7zY\n1mf8i36f057Dw2/si9mxK/78puO9Lpt8vhCOefz6tPptjc1YetnXYFUUbLptMlQJ2K0KqortsNv5\nMYAywyi+bbxtMo6d8vcZK43+Nr5ujt2iYPGmRn2nj3KnDd2BMEaWJW7tHM0oXj9900RUlthx7JQP\n86adiz+3dsXU63r0rSYsnzUO51e5IAE8/MY+tLkDMbV4jncF8ML7h2JmoW3YeRA3TD5bj09Pvrtf\n/xttdunKufWI3nGTEjFqEZmUPyQhcHra8BllRfiXNz+NCYTrdxzEP88ahxKHBXfGFUN79K0mfWbD\ny0svQTCsxgx4o9e8FvdM3VUUYViTIlUfmJNNy1MUBbUjS2MGrtp6QjOsP07na2LELGvwByr6KmYg\nFIYQAj977RNsum0yOr1BlDis8AXDOObxw25V9HXwWlG9p26cgLue34MtjS0JgxPtdtWlDgTCKsbV\nlGe9XVB+iG+3Q+3jffXfZPGkt+PQEr/RiWetcGd1mQMnjgbw5Jv7Y7YP7W06ttExJEsud/lDmD3x\nTFy/dldkivb/OgcvLpqKUDhyhfToKR9+1LPcS1sS4rAqeHTu6QR0Z3cQz90xBYoQcPTUYNIKaGqP\ns+A37+PlOyPvVdq07J1ftGPl3Ho4bQrKnX0nk6Lf5zS/29eKn33364Y1MvKNzxdCuzeAsCqxbGYd\n3t13DDdfci5WvfdnzGkYAyEiS5CqilnjgjLLKL5JSCxYtTMhVm5ZPA1nlBUBgB6nRpY58PKdl+hL\noR5+Y58+Rlwxpx5hVY0ZHz/y5mf6xa/4JWbR8U8IEROvq0ocON4VQJnThs7uEKxKwLBe163PfIDN\ni6biPz89ip/MrENYlTjuDuCR730DRTYLRpY5sPivz8c9L34UkxT5p1f/FHM/j77VhE23TUar268n\nn3914wTDZXEUwchFZFIyanumlg4vLBaBmy85N6HasapK/D//72dYPmsczqty4bOj7oRCQt3+MEKq\nNFzzumXxNP0DcV9XDJMNuvv74d5oPfLZlcX67c8oK8JJbxA/3PxRzOP3Z8pfsscfauIhFbMgBnoM\nZlmDPxjRVzEPd3Tjd/tacev0cwFALxJ7ZV01/uk7dQnt+fFrx+PFhVNw9JQfI8uKsPz1P+ntWLsq\nsXzWONgsAueOcOXFunQyh1RefY/uv9qH+XKnDYFQGKGQiv1tXUnjSbLj0LYb1RLPK+fWo8RhTUha\nRyd9hRCGdWFCIRVNrW4s3nR6JsKa+Q2oSrJGu7TIFlPgec3/9yXe+OQYXlg4FTes26UXlTYq1rli\nTj027DyIo6d8uOv5D/UEzuGObsMY5w2G8ehbTTEfQrTBfH/irbasJf45dAdUXP6v/6W/3iNc5k0C\nD5bPF8L+dk/MrJgVc+rx6p7DmNMwBpUuO0YNK2JxTsqa6PimqhJHTnrx+LXj0ekN6vV1Wjq8+KrT\nC18wDH9IjYmVq+c14Ml3P0ebO4C7Z4zF//7bOtitCjbs+ALXjD9TT3pGx57o+j+qKtHpDSQtemwU\nw566caK+vWl8XBnusuP9Lztx2UWnE7jRv185t14vRB4MqygvtiVs89zW5cfnrV0sTj8AXFBDZFJh\nCRw96dPX1gXDUg+owOkpvQCw5NLzUWy3QBEC2xqbY66+1VQ4cfC4x7CeQHxRoN72vNc+xM9etQPT\nV7yH2at2oOmYOzIQNvh5svXW/pAasx7ZHzq9HdRg1h8nOy5Vlb3+rr96e036YzDHkI41+NmgPY+w\nKvWplEBkFxJfMLE93/fSx/CFJOxWBb5gCAv/13kJa/mHu2xwWC0odljy8sop5TY1KumsDYSXv74P\n16/dhevX7kJTqxtPvNM04Hhitwg9fu9p7oQvqOqJC+1+Hty2F0suPV8fuP/stU8SYo2qSnx10qsn\nLrS/XbypEWFVjak7odWZcDkUw0SDNsshGFb1Yp1G71EPXX0RVm8/EJOANYpxV9ZVw6oI/PiaiwAA\nj7z5GRZvakRbl7/fsa+6xIHV8xpinsOqmyZi7X8dGNDrnWt8vhCOewMJ28s+uG0vZtSNjNQYsVmY\nuCBTCIVUfHr0lB4Xtfo6Wq2Jdk8Ah9q7DXcYmdMwRp/5MO/Xf0CRTcG8aefqWzFrt31w2178499e\npNf/0cZiHzefNCx6DMAwht31/IeoKnUk1Ll4/NrxWPn2Z/g/s76O0eVFqCpxYM38BmxeNFVPBtt6\ndgy576WP4QmEsfz1fQl1MJ6e14Btjc369/lSMDidGMGITCoYjkyN065CKQKGA8iQKlE3qgz/8WEL\nNje24Ol5DQAiU2W1wedP/uMTPaGh1RNwWBWMLC2C1aroMwO6A6GkV/yTfYjfsnhav5c49Gc5xECv\ngPZ2nwCGvPxiqLMgBrMEJF27vWRahdOG1fMa4Asm7kLi9gUNX1ebReCNjw/jhinnYESJghcXTYUi\n0FP/QuKp//wz7rzsa3l55ZRymzY4fuKdJqyYU49ASE0YCC/eFKlDEL0tXn/iiccfjllmVVliN+w/\nY6tL9MK2QCQB7nJY4LSd3tWj1e03/NvugIryYiu2LJ4GKWXMVtZGVx3DaqQQ55jhxVg5tx42i3GS\n46Q3qM8GKbIraHP74Q9FivBKRHZQ6fKFUFJk1ZemRF85vfeK2n7HPqtVwYU9SxBDYRUWReCX/3c/\ntjS2DOj1ziXRS0WStYnn7piCkS4HExeUdckSqA9u24vls8bBblXw2NtNeOjqCw3bc7nTFvO9NxCG\nhHHblxJY8Jv3Y8aD2kwxTfRSvGRbNEspMbrcia1LpsHjD+PISa++LGXfETdeXDQFj183Hic8AbR7\nAtjW2IwHrqrF6PIidHiC+jhI23L1ke99A2cMK4JFCJQWWfHz2d/AT7+jZmRZcj5gFCMyKYsi0B0I\no63Lj8WbGrFmfoPhAPKzo24sf32fnrS489lGbF40FT/9ztcRlhI2RUFVaWTgt6WxRa8n8MrS6Xri\nQlsWkWzLVZtVSfoh3miNcbLBYTqWQ/R1n0N9vGR1Ovp7JXAwzznVa/CzpcMbxJPvfo77v31hzGvY\n6Q1imNNmXP9ECHyrdqReyFObcaEVIVw5tx7FNiXnXgvKf9GJyjZ3ACuvrTfs+/EfxPsTT8JSxmw3\nmuz9YH/P9GOj6c/attTJkhF/OdGNW5/5IGopixOKIlDpsicUvFwxpx5v/fEIfvA3Y9Hm9uPRt5rw\naM+Vyfj7bXX7UVPhxG9umYSjnf6Y+4nu209cNx5VJQ60dHj1DzPa2veBLE+0Wk9vEd7m9uuFgAfy\neueK6KUiSd+/LQqKbAoTF2QKvSVQxwx34v6XInVy4rf3BWJ3GNG+t1stCISMb6vVjYseD8Zvw7yn\nuRMbdh7E+lsuhlUxXh7yeWtXZJzdU7MienZzVYkDnd2hhILF63ccxKJvnY+1/30Ay2Z+HSU9RfXf\n/OMRCCFwy/oPYmKz2QuymwmXjRCZlF0RuHBUiT4FNn6bSS1AatNx73y2EbMm1qClwwt/SMX1a3fh\nW49ux7Vrfo+7Z1ygb1UXfxU/esDd27Z7TrvxUoZkW+cZDQ5TuRxC24pQuw+j+0zF42mzIKJfk4HM\nghjsMWgzUM6sKEZVaW4WlwuEIlcaHti6V29X1zXU4OujS3HWcGdCe45cvRUJV6vv3xqZDq/9Pywx\noKU/RJkQnajc09yJA20ew75fXeoYcDwpssXGEaP3g1U922YDwANX1SIQUvFvN0zAO/d+C0/fNBFH\nT/pgsyhJt9Z+849HACQurVAUgVHlRVg+axw2L5qK9bdcjA07D+KCUWVY+tyHaPcE0NblxwNb9xre\n79nDI7sKnPAEY6Zrx/fte7d8jCWXnq8/R+2Kp5a4GMwSwKHGbzPz+yMzLu6M20Usfko6IFHRj2Kn\nRJmgzeQ1io3NJ7z6LK2zK4sT+u7qJEssnHZLQjx86sYJsFoE3vvRXyPUs5zvyrpqw3Hu7X91Hh7Y\nuhf/8uaneOrG2OXVMePs5z7E3TPGxhz33TPGJuxw9OC2vZjTMAYWJVKr7oZ1u3Dpyu1Y9uonhktT\n8nEpWzoxDUtkUg67guYTPjz57uf6dnEjyxx4YeEUqBKGhTmljBTlPNTeHRMYlzzbiC2Lp+Gn35EJ\nV6ziB9yqlIbb7r289BLDpQzVJY5+L3FI1XKI6NkiVSWOmO2p4u9zqI831FkQ+bIEZDC0xM2e5k48\n8uZneH7hFLi9IXx/7R/wbzdMMCzM94vvf7PXqaKRq9p+nPQGeaWCTCV+lpaWYIiPTaOHOQccT0a4\nYuNsW1ekqO3LSy9BMKTCZlVgtwjcM+MCAEBJkQ33bz19JfDxa8fjhfcP4Z7LL8BDV1+Eze8f6kko\nRKY5P/nu57j5knOxv7VLL5oXPTuszGFDVakDS56NbEX4wFW1+jKR6GnXj70d2ULwrMpitLn9cPuC\nOOULYfnr+xKmawOJfTt6Snh0knewOzDlyyy2eMFgGM0nvbBGLdWJ30VMEQIuh4JiixVWK69VkjnY\nrRY9gRo9M2zN/AaMGlaEHQ9epvdTADF9t8Jpw8Oz6/HT78T25XKnPVLku2fsqgiBYrsFR0/6cO+W\nj/XHWD2vAb/9qAUOm6LftjsQhsMWmaF8z+UXYGSpAy8umopASMX+1q6EcfZZlcV6nK+pcOKcEcVJ\nZ9iVOKwxxY5bOrw44QmkfAZyoWHygsikuv2qns3VpgrXVER2W7hgZIleVVmjTbmP34oJOJ3YOLOi\nOOFx4gfcihC49ZkPEm4XDKlJB4H9HRymaiAZPZBt6Yjac7u6BE5b7H2m4vGGshNBvg6e+yM6cQMA\nUkK/8trq9utLojQ1Fc6YHXaif65NFa2pcOLoKR+Wv77P9FvHUmGJT1TGJxii+/5A221/40hZkR3/\n/N1xuHbN72MGzPe99DEe+d43sHhTI15eeglunn4erou6DQDsO+LGspl1+s4+0bPDtCVg2lrtIqsC\n9PTV6A/NlS47hjltWPHmp7hnxgX45buf4/a/Os9wujaQ2Le7A2H9/9FJ3qEsOUzlTjJm0eYJoPmE\nF2OGF8e8ptouYpsXTUV3MMwtUcl0Kl123HtFLZ5453TMqC51YPQwZyTJFrdFaHzfNerLiiJwTqUL\npUU2PSY0d3hjdgDRLuRpuyTFx6HoJWptbj/2H+syHGcf6fTqx11ebE+6E0lVqQOnvIm1vZIt28uX\npWyZwIhGfTrnoTeyfQgFKZCklkSx3YJAWMXT8xpitkR7el4DugNB+IJqwlZMvQXG+AF3snWGdqsl\n6SBwIIPDVAwk4weyWuXpHQ9elnDfZhi4muEYsiH+A9eRk76Yq9LxV16evqkBRbbIrgpLo7aA1NbF\nR6aCTsTPXvvQdnByAAAgAElEQVQTr1SQ6aQ7UdmfOKIoAkHV+L3jjGFFkTpFPTs8JZsFYTQ7TFsC\nFl1odMKYcr0Whvah+akbJ8IXDOOGyWfjzIoi3HtFLY6e9OlLH+P7fHTfXjd/EkYOc8RcedVeu6HW\nHso3wbCKYrtF30UsOl4+3bNDTHWJAzZbYb4+ZF5anHx4dn1K42T8Nu0jkhQ1DstkxT1Pbytd6bJj\nTM/S1uiZc9E1etYtmIThLhuCITXhdqtumoguXwhf9cS+6Mfb1tiMNfMbYraqLpTZuKnC5AWRSVmS\nFA7qDoRhsyj4sq0Dzy+cCiklrIpAqdMCtzeMqtKiAS1TiB9wO+0W0y9z4EA2d2gDisMd3TFXHLSr\ntctnjcNZw4thsyp47vcHcf3ks1Fit+pTOiWAmvIi/Oy7X0dpkVXfC57nm8zIDIlKS5IrgdrPtX5j\ndJuaisiSlvgPE0Yxt63Lj1HlkZkl3f4wDh734Gev/Ukf2JcV2VFWFFnuqCU5tD5/XpULdosCRQC/\nvGECimwKRrh6avvEXXkFCnv5nRGtoLdWjFTbRUyVQLnTirKi3KyTRIUh3XHSbo1c5DOKcbYkY+vo\n8YSiCAx32dHhCWLTbZMRlhKd3UFIGYlX0TN8VVVGtkGNWoZiEcApX1BfqhJdzPPeK2oxtqqkIGfj\npoqQMn+Knk2aNEnu3r2719tkahbBl49ck5HHyYR8mnnRz/OSsQjSW5tt9/jwRasnZr3eyrn1qCp1\n4JzhLnR4g0kDX3+rsicz1L9Pt+iaF6zWrMvIE+9PnDXS5vbjx6/sxe1/dR7ueymxTZc6rFAUJaaQ\nbCAUhhACFgH4Qyp+/sY+fQtgnu+8YIpYm29OePxoOupOuGJoVRSUFFlRO7IUAAYUQ/uKuX29Z6Ti\nPcUk70umaLPtXT59pmT0eV4zvwG11aWscUHxTD0+SDVVlTh2yosv27sT4uBFo0px5KS/z9g3kHFm\ndGyyWRVYFQFv4HSdjt7G65RU0heJyYs0YfLCnHIpeaGqEl+2e9Dq9mNEiR0WRaDIqqCqpIgDE5hm\nIGsmph6caAOBJ95pwoJp52DUMCfsVgXFdgUVxX1fJeT5zkumiLX5RnvvONTerV8JHDPcieEuO8qd\np/vNQPsU+yAAk7RZVZX48rgH7Z4ARpTYoUrAblUwqozjAzJk6vFBOoRCKr484UHzCa8eB8+uLMY5\nlZGpXf2JZYx5WZX0hTb1shEhxFUAfgnAAuDfpZSPZPmQiDImvgARA2csM0zPpv4b6jpXnm+i/unv\ne8dA+xT7oHkoisA5I1wodXJ8QGTEalVw3ogSDHPaDftIf2IZY545mTZ5IYSwAHgKwBUAWgB8IIR4\nTUq5L7tHRpQ5DJyUT9ieiTKDfS3/8RwT9Y59JD+ZNnkBYDKAP0spvwAAIcSLAGYByInkxUCXWuTT\nMhMiIiIiIiKiVDLzwrgzATRHfd/S87MYQohFQojdQojdbW1tGTs4osFim6VcwzZLuYjtlnIN2yzl\nGrZZyjQzJy/6RUq5Vko5SUo5qaqqKtuHQ9QntlnKNWyzlIvYbinXsM1SrmGbpUwz87KRwwDGRH1f\n0/MzGoJ82jmEiIiIiIiICoOZkxcfABgrhDgXkaTF9wHcmN1DSh8mFYiIiIiIiIiMCSllto8hKSHE\n3wL4BSJbpf5GSvlwH7dvA3Co59sRAI6n9wizKt+fH5C953hcSnlVJh4ors32JhfOdy4cI5AbxzmY\nY8xIux1AmwVy47WOlmvHC+TeMUcfr9liba69lv2Rb88p28/HbG02WrZfm4HKpePNpWMFEo830+OD\nXHq9culYgdw63qEca9I2a+rkxVAIIXZLKSdl+zjSJd+fH1AYz7G/cuG1yIVjBHLjOHPhGPsj155H\nrh0vkHvHbObjNfOxDVa+Pad8ez6plGuvTS4dby4dK5D948324w9ELh0rkFvHm65jzfmCnURERERE\nRESU35i8ICIiIiIiIiJTy+fkxdpsH0Ca5fvzAwrjOfZXLrwWuXCMQG4cZy4cY3/k2vPIteMFcu+Y\nzXy8Zj62wcq355RvzyeVcu21yaXjzaVjBbJ/vNl+/IHIpWMFcut403KseVvzgoiIiIiIiIjyQz7P\nvCAiIiIiIiKiPMDkBRERERERERGZGpMXRERERERERGRqTF4QERERERERkakxeUFEREREREREpsbk\nBRERERERERGZGpMXRERERERERGRqTF4QERERERERkakxeUFEREREREREpsbkBRERERERERGZGpMX\nRERERERERGRqTF4QERERERERkakxeUFEREREREREpsbkBRERERERERGZWl4lL6666ioJgF/8GupX\nxrDN8iuFXxnBNsuvFH5lDNstv1L0lTFss/xK4VdGsM3yK4VfSeVV8uL48ePZPgSiAWGbpVzDNku5\niO2Wcg3bLOUatlnKhLxKXhARERERERFR/mHygoiIiIiIiIhMjckLIiIiIiIiIjI1Ji+IiIiIiIiI\nyNSYvCAiIiIiIiIiU7Nm+wDMQlUl2j0BBEJh2K0WVLrsUBSR7cMiIip4jM9E5sN+aV48N0SDw75j\nfkxeINJQm465sXDjbrR0eFFT4cS6BZNQO7KUDZZM4ZyH3hjQ7b985Jo0HQlRZjE+E5kP+6V58dwQ\nDQ77Tm7gshEA7Z6A3lABoKXDi4Ubd6PdE8jykRERFTbGZyLzYb80L54bosFh38kNpkheCCHKhRBb\nhRCfCSE+FUJME0IMF0K8I4TY3/NvRboePxAK6w1V09LhRSAUTtdDEhFRPzA+E5kP+6V58dwQDQ77\nTm4wRfICwC8BvCWlvBDAeACfAngIwLtSyrEA3u35Pi3sVgtqKpwxP6upcMJutaTrIYmIqB8Yn4nM\nh/3SvHhuiAaHfSc3ZD15IYQYBuBbAH4NAFLKgJSyE8AsABt6brYBwN+l6xgqXXasWzBJb7DaGqdK\nlz1dD0lERP3A+ExkPuyX5sVzQzQ47Du5QUgps3sAQnwTwFoA+xCZddEI4B4Ah6WU5T23EQA6tO/j\n/n4RgEUAcNZZZzUcOnRoUMfB6rIUJa0nfjBtlgU7qR/S1m5TFWcHi/E5b5ku1lL/FWi/zIk2W6Dn\nhpLL2/FBqrHvmEbSFz3rMy8Q2fFkIoCnpZQTAHgQt0RERjIshlkWKeVaKeUkKeWkqqqqQR+EoghU\nlTpwZkUxqkodbKiUNqlqs0SZku02y/hMg5Htdpvv2C9Tj2NayjX5FmfZd8zPDMmLFgAtUso/9Hy/\nFZFkxjEhxCgA6Pm3NUvHR0RERERERERZlPXkhZTyKIBmIURtz49mILKE5DUAN/f87GYAr2bh8IiI\niIiIiIgoy6zZPoAefw/gOSGEHcAXAG5FJLGyRQhxO4BDAK7L4vERERERERERUZaYInkhpfwIwCSD\nX83I9LEQERERERERkblkfdkIEREREREREVFvmLwgIiIiIiIiIlNj8oKIiIiIiIiITM0UNS+yRVUl\n2j0BBEJh2K0WVLrs3M+XiMgkGKOJzIv903x4Togyg30tewo2eaGqEk3H3Fi4cTdaOryoqXBi3YJJ\nqB1ZysZHRJRljNFE5sX+aT48J0SZwb6WXQW7bKTdE9AbHQC0dHixcONutHsCWT4yIiJijCYyL/ZP\n8+E5IcoM9rXsKtjkRSAU1hudpqXDi0AonKUjIiIiDWM0kXmxf5oPzwlRZrCvZVfBJi/sVgtqKpwx\nP6upcMJutWTpiIiISMMYTWRe7J/mw3NClBnsa9lVsMmLSpcd6xZM0huftl6p0mXP8pERERFjNJF5\nsX+aD88JUWawr2VXwRbsVBSB2pGleGXpdFaKJSIyGcZoIvNi/zQfnhOizGBfy66CTV4AkcZXVerI\n9mEQEZEBxmgi82L/NB+eE6LMYF/LnoJdNkJEREREREREuYHJCyIiIiIiIiIyNSYviIiIiIiIiMjU\nmLwgIiIiIiIiIlNj8oKIiIiIiIiITI3JCyIiIiIiIiIyNSYviIiIiIiIiMjUmLwgIiIiIiIiIlOz\nZvsAsk1VJdo9AQRCYditFlS67FAUke3DIiIiMEYTmQn7o7nx/BANDvtO7ijo5IWqSjQdc2Phxt1o\n6fCipsKJdQsmoXZkKRssEVGWMUYTmQf7o7nx/BANDvtObinoZSPtnoDeUAGgpcOLhRt3o90TyPKR\nERERYzSRebA/mhvPD9HgsO/kloJOXgRCYb2halo6vAiEwlk6IiIi0jBGE5kH+6O58fwQDQ77Tm4p\n6OSF3WpBTYUz5mc1FU7YrZYsHREREWkYo4nMg/3R3Hh+iAaHfSe3FHTyotJlx7oFk/QGq61xqnTZ\ns3xkRETEGE1kHuyP5sbzQzQ47Du5paALdiqKQO3IUryydDqryxIRmQxjNJF5sD+aG88P0eCw7+SW\ngk5eAJEGW1XqyPZhEBGRAcZoIvNgfzQ3nh+iwWHfyR0FvWyEiIiIiIiIiMyPyQsiIiIiIiIiMjUm\nL4iIiIiIiIjI1Ji8ICIiIiIiIiJTY/KCiIiIiIiIiEyNyQsiIiIiIiIiMjUmL4iIiIiIiIjI1Ji8\nICIiIiIiIiJTM03yQghhEULsEUK83vP9uUKIPwgh/iyE2CyEsGf7GImIiIiIiIgo80yTvABwD4BP\no75fAeAJKeXXAHQAuD0rR0VEREREREREWWWK5IUQogbANQD+ved7AeBvAGztuckGAH+X6sdVVYk2\ntx+HO7rR5vZDVWWqH4KIiIaAcZooN7CvZh/PAVF2sQ+mnzXbB9DjFwAeAFDa830lgE4pZajn+xYA\nZxr9oRBiEYBFAHDWWWf1+wFVVaLpmBsLN+5GS4cXNRVOrFswCbUjS6EoYrDPg6hPg22zRNmSrTbL\nOE1DwVibOeyrqTGUNstzQNnAOHsa+2BmZH3mhRBiJoBWKWXjYP5eSrlWSjlJSjmpqqqq33/X7gno\njQsAWjq8WLhxN9o9gcEcBlG/DbbNEmVLttos4zQNBWNt5rCvpsZQ2izPAWUD4+xp7IOZYYaZF9MB\nfFcI8bcAigCUAfglgHIhhLVn9kUNgMOpfNBAKKw3Lk1LhxeBUDiVD0NERIPEOE2UG9hXs4/ngCi7\n2AczI+szL6SU/yilrJFSngPg+wD+U0p5E4D3AMztudnNAF5N5eParRbUVDhjflZT4YTdaknlwxAR\n0SAxThPlBvbV7OM5IMou9sHMyHryohcPAvgHIcSfEamB8etU3nmly451CybpjUxbl1Tp4o6sRERm\nwDhNlBvYV7OP54Aou9gHM8MMy0Z0UsrtALb3/P8LAJPT9ViKIlA7shSvLJ2OQCgMu9WCSpedBVWI\niEyCcZooN7CvZh/PAVF2sQ9mhqmSF5mkqhLtngAbFxGRyTA+E5lTb31TUQSqSh1ZPsLCxbhJlH1a\nHNT645GTXvbHFCvI5AW3siEiMifGZyJzYt80L54bIvNgf0wvM9e8SBtuZUNEZE6Mz0TmxL5pXjw3\nRObB/pheBTXzQpvC0x0IcSsbIiIT6m2rsTa3n1OiibKE2wCaS/QykbCUPDdEKTbYpViMlemVlpkX\nQogyIcRw7SsdjzFQ2hSe2at24LOjbm5lQ0RkQsm2GgurErNX7cD0Fe9h9qodaDrmhqrKLB0lUWFR\nVYmwKjl2MonoMe30Fe/hQKuH54YoheL72EDGHdwyNb1SmrwQQiwWQhwFsBdAY8/X7lQ+xmBFT+FZ\nvf0AVsyp51Y2REQmY7TV2Jr5Dfj5G/s4BZMoS9o9Afz8jX0JY6c18xs4dsqC+GnpT767HyvnclxL\nlCpDWfrBLVPTK9XLRn4EYJyU8niK73fIoqfw7GnuxGNvN2HZzDpcdEYpnHYrpyATEZmA0VZjqqri\nd/taY27HKZhEmRMIhfG7fa1ocwewbGYdyp02dHqDGMGxU1bET0vf09yJR99qwuZFUwGAS+uIhmgo\nSz+4ZWp6pXrZyAEA3Sm+z5SIn8Kzp7kTy1/fB6fdiqpSBxsUEZFJaFuNnVlR3BOfFU7BJMoibQy1\np7kTizc14vq1u7D89X1QlIKs+551RtPS27r8sFstUXGT41qiwRrq0o/EcQz7Y6qk+l3nHwHsFEKs\nEUI8qX2l+DEGhVN4iIhyE+M3UXaxD5oLzwdRerGPmVeql42sAfCfAP4IQE3xfQ8Jp/AQEeUmxm+i\n7GIfNBeeD6L0Yh8zr1QnL2xSyn9I8X2mjDaFh4iIcgvjN1F2sQ+aC88HUXqxj5lTqpMXbwohFgH4\nLQC/9kMp5YkUP05GDHZ/XyIiGhrGX6Lcwf5qfjxHRJnFPpceqU5e3NDz7z9G/UwCOC/Fj5N22v6+\n2jY52lqn2pGlbHhERGnE+EuUO9hfzY/niCiz2OfSJ2UFO4UQCoB5Uspz475yLnEBDG1/XyIiGjzG\nX6Lcwf5qfjxHRJnFPpc+KUteSClVAL9K1f1li6pKtLn96A6EBr2/LxERDV6y/dW9wTAOd3Sjze2H\nqsosHR0RReutv7KfZhfHtETpp/Wz6PFJsrjIPjd0qV428q4QYg6Al6WUOfeOpU3xeeKdJtz/7Qux\ndck0tHsCWL39APY0dw5of18iIhocbX917Y1/wphy3D1jLAIhFQfaurCtsRn3XlHL6ZdEJhDfX4HI\ntoIHWrvg8YcwtqoEHd4g131nWPS09ZVz67H+lotRbLeg0xvE6u0H0Nbl55iWaIiSLQ+pLrOzz6VJ\nqpMXiwH8A4CwEMILQACQUsqyFD9OWrR7AnjinSbcfMm5uPWZD/RGuGJOPTbsPIh7r6jl/r5ERGmm\n7a++cONuVJU48MBVtbh/696YmPzEO014eHY9K4ETZVl0f43uo4+93YSqUjvuufwCLN7UyHXfGaZN\nW68qcUARAste/UQ/Byvn1mNkWRHHtERDZLQ85Il3mnDP5Rewz6VJypaNAICUslRKqUgpbVLKsp7v\ncyJxAUSmPs5pGIMHt+2NaYQPbtuLn313HN9siYgyIHp/9V/dOEFPXACnY/KchjGcfklkAlp/3bxo\nKjYvmoplM+vw2NtN2NPciTkNY/TEBcB135mkTVtfcun5uO+lj2POwf1b96KkyMoxLdEQGS0PMYp7\n7HOpk9KZF0IIAeAmAOdKKZcLIcYAGCWlfD+Vj5Mu2nRGozVKUko2OCKiDNH2Vz/c0W0Ykytddk6/\nJDIJRRGwWy0xH5IBJB1TMfGYftpynnKnzfAcBENqlo6MKH8YLZtLFvfY51IjpTMvAKwCMA3AjT3f\ndwF4KsWPkTaVLjuqSx2oqXDG/Jy1LoiIskMbGESrqXCiutTB6ZdEJqItH9H6q9ZPOabKDu18dAfC\nPAdEacK4l3mpTl5MkVLeBcAHAFLKDgA5M7pUFIHRw5xYM78hphGuWzCJg2QioiwwGhismd+A0cOc\nnA1HZCLRy712PHgZXlk6HaOHORP6L8dUmaGdj/FjhmHNPI5ridKBcS/zUl2wMyiEsACQACCEqAJg\nyjkyqirR7gkkVL+2WhVcdEYZXlk6nZWxiYiyJDpGjyxz4OWllyAYUhmTiUwg2RhKW+4VTRvYc0yV\nXsnOyXCXA+VOO88BUZpExz2tHw4vtmHL4mmQUrLPpViqkxdPAngFQLUQ4mEAcwH8JMWPMWTJtrWJ\n385rFK/sERFlXLIYzaLJRJmR7IOw9ruB9E+jhAalFse1RKnXWxxMdnvj2Mh+l0qp3m3kOQAPAPgX\nAEcA/J2U8qVUPkYqGG1rs3Djbnx10ovZq3Zg+or3MHvVDjQdc0NVZZaPloiosBz3+A1j9HGPP8tH\nRpT/tAF4svFQsjEUdxDJHo5riVKrrzhohLExM1KSvBBCFAkhfiiE+BWAvwawRkr5Kynlp6m4/1Qz\n2tampcOLVrefDY6IKMt8QeMY7QuachUiUV7pawCebAzFHUSyh+NaotQaTCKCsTEzUjXzYgOASQD+\nCOBqAI+l6H7TIln1+vgGyQZHRJR5FiEMY7SFsy6J0q6vAXiyMRQr6WcPx7VEqTWYRARjY2akKnlR\nJ6WcJ6Vcg0idi2+l6H7TIln1+m2NzTG3Y4MjIso8p92ClXPrY2L0yrn1cNoZj4nSra8BuNEYipX0\ns4vjWqLUGkwigrExM1JVsDOo/UdKGRLC3JfHore10YqwVDhtuPeKWuw74o4pssIGR0SUWeVOO0aW\nFWH5rHEotlvQHQhjZFkRyp2Mx0Tppg3A44vOaeMhozEUK+lnF8e1RKnVVxw0wtiYGalKXowXQpzq\n+b8A4Oz5XgCQUsqyFD1OynA7LyIic1IUgXMqXSgtsjEeE2VYfwbg3EHEfDiuJUqdwSYiGBvTLyXJ\nCyllXsxBY4MjIjIHxmOi7GH/yw88j0SDx/5jTindKpWIiIiIiIiIKNWYvCAiIiIiIiIiU2PygoiI\niIiIiIhMLVUFO3OSqkq0ewIsZEREZDKMz0Tmwj5pbjw/RJnBvpZdWU9eCCHGANgIYCQACWCtlPKX\nQojhADYDOAfAlwCuk1J2pOpxVVWi6Zg7YQuc2pGlbIBERFnE+ExkLuyT5sbzQ5QZ7GvZZ4ZlIyEA\n90kp6wBMBXCXEKIOwEMA3pVSjgXwbs/3KdPuCegNDwBaOrxYuHE32j2BVD4MERENEOMzkbmwT5ob\nzw9RZrCvZV/WkxdSyiNSyg97/u8G8CmAMwHMArCh52YbAPxdKh83EArrDU/T0uFFIBRO5cMQEdEA\nMT4TmQv7pLnx/BBlBvta9mU9eRFNCHEOgAkA/gBgpJTySM+vjiKyrMTobxYJIXYLIXa3tbX1+7Hs\nVgtqKpwxP6upcMJutQziyIn6b7BtlihbMt1mGZ8pFRhrU4d9MjM4pqVcU2hxln0t+0yTvBBClADY\nBuCHUspT0b+TUkpE6mEkkFKulVJOklJOqqqq6vfjVbrsWLdgkt4AtTVLlS77oJ8DUX8Mts0SZUum\n2yzjM6UCY23qsE9mBse0lGsKLc6yr2Vf1gt2AoAQwoZI4uI5KeXLPT8+JoQYJaU8IoQYBaA1lY+p\nKAJjq0qwZfE0hMIqrBYF1SUOFlshIjKBkWUObF40FWEJFNkUjHAxPhOl0kAq5iuKQO3IUryydDor\n7JuQdn5eXnoJfEEVFgE47bwSTNSbwewawliYfVlPXgghBIBfA/hUSvmvUb96DcDNAB7p+ffVVD6u\nqkrsb+titVgiIhNJVsl7hMuR7UMjyhuDqZivKAJVpeyHZtbeFeC4lqgfhrJrCGNhdplh2ch0APMB\n/I0Q4qOer79FJGlxhRBiP4DLe75PGVaLJSIyH8ZmovRjP8s/PKdE/cf+kruyPvNCSvk/AJKluGak\n63FZLZaIyHwYm4nSj/0s//CcEvUf+0vuMsPMi6xgtVgiIvNhbCZKP/az/MNzStR/7C+5q2CTF6wW\nS0RkPozNROnHfpZ/eE6J+o/9JXdlfdlItvSnWuxgqtASEdHgxcdmp92CkCpx5KSXcZgoRVgx/7R8\nGetxXEvUf2aKgeyXA1NwyYv+NpChVKElIqLB0yp5h0IqmlrdWLypkXGYKMVSWTE/VwffuT7WM3rd\nk53TXH+uRKmWjl1DBhoL2S8HrqCWjWgNZPaqHZi+4j3MXrUDX7Z70Or24XBHN9rcfqiqBMAqtERE\n2aSqEl+d9OqJC4BxmMiMjMZWTcfc+ngq21RVos3tTxjnAbk91hvImBbI7edKlAv6ioVGsYj9cuAK\nauZFfAOpKnHg2CkfFvxmb0K2i1VoiYiyp90TQEd3kHGYyOSSDb5fWTo95Vc1B6qvq5q5PNYbyJg2\n158rUS7oLRZWuuyGsaisyMp+OUAFNfMiPnAvufR83L91r2G2i1VoiYiyJxAKo9huHIeF4FRKIrMw\n84fivq5q5vJYbyBjWiC3nytRLugtFiaLRUII9ssBKqjkRXzgLnfakjYyVqElIsoem1VBIKxixZz6\nmDi8Yk49LMxdEKVUb0sr+mLmD8V9JVZyeaw3kDEtkNvPlSjTBhMTe4uFyWKRRYD9coAKatmIFri1\nzFd3IIyaCmdMY9IamZmq0BIRFRJVlejyheC0WfDLnZ9j2cw6lDtt6PQGsWHnQTw8uz7bh0iUN4Za\nMC5+bGWmwbf2YcJonAeYa8eBgRrImBbI7edKlEmDjYm9xcJ2T8CwfyqKwn45QAWVvFAUgZFlDiyf\nNQ7FdgtUKfH4teNx30sfG77hpqMKLRER9a7dE8CC37yPS86rxF2XjcVdz39oug9FRPliqDUrzPyh\nuD+JlVwd6w10TKv9TS4+V6JMGmxM7C0W9haL2C8HpqCSFwDgDYRx6zMf6N9PGFOOZTPrcNEZpXDa\nrXqQb3P7TfcmTERUCLTplVsaW7C/tQsr59bjjLIiKIqA0579qehE+SQVNSvMOvjWPky89oPp8AbC\nCEuJIlv+xJD+jGkVReTsVrZE2TCUmJgsFiZLbAD8zDlQBZe8iJ9CuKe5E8tf36dn07jfLhFRdsXH\naVUC83/zPmMyURr0tbQiHxw75c/LcV1fY1pg6MuCiApNumJifGKDfXNwCqpgJ9B3waL+7rc7mEIu\nQymIRURUKCqcNjx/xxRsXTINj86tx4adB7kHOlGa5Gshx1BIxVedXjR3dOPoSR+qSiIfGvIphvTn\n3HFcSzQw6YiJRn3luMffr75JsQpu5kVv03Za3T54A8ZThVRV1af12KwKunwhLBjAlUBm14iI+qaq\nEvvbumJi5a9unIAF086BzaKg0xvE6u0HTLENI1E+MHPNisEIhVSc9AXQ5Q+jze1HuyeAbY3N+NG3\na/HY203Y09xpmq1ch6q3cxcKqWjt8iMYVhPGtVUlDgRCYRzu6IbdakGF05YQdzmupUKV6pho1FfW\nzGtAhcuGqhJHTFFyjm/6VnAzL4DT03bOrCjWp+80HXPje6t24rOj7oRtbq6sq8bxrgBmr9qB6Sve\nw/dW7cSxUwPL4vc3801EVMjiY2VViQPeQBgPvfxHXL92F5a/vg8PXFULm6Ug376I0iJ+XJSrHz5D\nIRVfnupfH6QAACAASURBVPDgcKcPN/37HzB39e+x/PV9uPmSc7Fh50EsufR8APm1LMbo3IVCKj47\n5sZ1a36fMK6dMKYcD1xVi+vX7sL0Fe9h9qodaGp144l3mgY0RuW4lvJZKmOiUV9Z/GwjQqrEA1fV\nYvnr+2LGN0U2jm96w1cHsY1q9fYDWDGnPmaq0ENXX4TFzzbGNLr7t+7V3wS1n/WWKUtFQSwionwX\nHyuXXHo+7t+6NyH+hsJqtg6RiEyqrcuP5hNeLH3uw5iY8eC2vZjTMAblTlveLIvpTWuXH0t6xq3x\n49q7Z4xNiKmLNzViTsOYmPvguJYoNZL1FVWF4fimO6ByCVYvCm7ZSDSt+nJ3IBRT7Oixt5uwbGYd\nas8oxcE2D056g4aNrtxp07/vK4tfCAWxiIj6o7fK9/GxstxpM4y/Ib6vE+m4m0REIKyi2G4xjBmV\nLjvOGFaEV5ZOz9vXR2sH0UtFose1Y6tLoEqZ9PWJxnEtZVu+xLVkfSWkJi7paunw4tgpH4psFlPu\n4GQGBTvzQlt/NHvVjoQpdVq1Ziklbn3mA7S6/QlLSWoqnOgOhPX/95XFjy/+cmVdNZ6/YwoCoTCL\nHBFRwYiOvfqU5WNuPQZWuux45taLsf6Wi7F50VRUljgM4y+nVRJF9NWn8ll8ETyHVUF3IGwYM6pK\nHTijtCinl8X0JrodBEKq4bh2f2sXDrR5DF+f6lJHzKzjgYxrJ4wpx/pbLsazt0+BhCyItkfplQ9x\nTYtPgVAYz98xBVfWVQOI9K8Vc+px9KTPsC9qCRsyVrAzL+KXijx+7Xjc99LHeiGVlXPrUWRVUFPh\n1KfcPbhtb0xRopFlDux48LJ+ZQOji7+oqorjngBu/Pc/sMgRERWUZOuko7f284dULHv1E7R0eHFl\nXTWevmki7uyZBl5T4cS6+ZMwwsUrEkRA//pUPjIsgje/AaPLHVg5t16fjq0VxxtdVgSrNX+TntHt\nYN1/f4FVN03Ul8/UVDixel4Dnnz3c7S5A4Zj2tHDnAMqUKiNa1/7wXQc6fTpy6s5pqVUyPW4liw+\n/fQ7X8fnx7rw2NtNqCq14+l5Dbgzqu+smBPZYW3iWfXZfgqmVbDJi+j1R3uaO/HIm5/hke99A2cN\nL4ZFEXDaLShz2LBuwSQ88U4TShwWvLBwKlQpYbMoqC5xRN4EXf1/TK34S5vbj8WbGnO2QxIRDVZf\n66TbPYGY+Pi7fa0AgM2LpkKVgMOmYIQrP6+cEg1GodUeUFWJTm8A3kA4sQjepka8sHAqTnnD2HTb\nZKgSsFsVjMrzxAUQ2w62NLYAANbfcjHsVgU2i4Iqlx33XlGLhRt348MvT+hjWqsi9DHtQMegiiIQ\nVpFQF45jWhqqXI9rhkU6NzXi5Tsvwfgxw/CrGycgLCVc9sjny2OnfGj3BLBh50Hce0VtXtfkGar8\njuQGtCk8YSmx/paLMWFMOYBIAuOhl/8Ip92KMyuKMdwVCeRjq0rwwFUXojsQxg3rduGHL36EpqNu\ntHR60er2DWr6Uq53SCKiwdLWfkarqXDCabegze1HdyCEZTPr9NgMRBIYR0760OUPMXFBFCdZn8qn\n2gOqKtHq9qH5hAeHO71oPtGNIyd9hmMpRQDnjHDBblVQ5rThzHJn3iYuopfNCCH0aelAJIFx6zMf\noNhuxehyJ2w2C2pHluL1v5+OSy8aiRvW7cJfr9yOf/7tn/DVKR9aepbeDHRcyzEtpUMuxzVVlQiE\nwnj82vFYM79BH8+0dHjhDYZx7JQf16/dhW89uh2zntqJLn8I51W5MG50GR6eXc9ZS30oqJkXRlN4\nVs6txysfHsbV3xiFc0e49LV6WqPp8AbRfMKLZa9+gqoSB3707dqEqXYDbWQsckREhUpbJx0dhzfe\nNhnHTvljfrZiTj0ee7sJe5o79TWgP9z8Ea/mEcUx6lO5vJtGfJG+CqcN+9u6EsZuAJKOpQohRhiN\naVfPawAAtLkDuHvG2IRxraIIdAdUfZr6hDHluPmSc3HTEJYxc0xL6ZCrcc2oX2rjmbYuP4JhmXQ5\nzJkVxVk++txQUMkLoyk892/di+fumJI0cAdCYb1y9bKZdXriQvv7wUyNy9UOSUQ0VNH1f7QPJxIS\nC1btTNjacNnMOix/fZ/+xs+reUSJjPpUrlbljx/4X1lXjX/6ztcNx26PfO8bhrUbCmUsZTSmXfJs\nI15aPA0nPIGkNSiidyJZcun5Qx7XckxL6ZCrcc2oXz64bS+WzxoHu1WBN2qHSw3HNgNTUMmLZFPb\n2tz+hMC9bck0hCUQlhKVJQ5cWVeddMu+gTa4XO2QRESpoNX/0Rzu6NZj64Qx5Vhy6fkod9owujxy\nhfXRt07PwODVPKJE8X0qV0UP/K9rqMGSS89HIKRi2cw6rN5+AHuaOwFExl42i4JH3vwMy2bWodJl\nx+hyJ84oKyqYsVSyMW1QlYY1KLRxLRCphfHku/tTMq7lmJbSJRfjWnS/jB/P/Nu7+3H1N0YZzlSy\n5enStnQoqORFsqlt7Z6A/v2EMeV44KpatHUFsCQqa73qponwB9WUTY3LxQ5JRJQOWmw2WpoXPT2c\nV/OIckv8EpC+PtQGQmFUlUR2CyktsmHBb95PupSsOxDWtwBdt2BSQSUugORjWotAzM+SjWtXzq2H\nKmVKxrUc0xJF9DWeqXDZ8MR143HvltgdLrt8IYxwyYKKYYMlpMyd/XL7MmnSJLl79+6kv4+ejlhV\n4sDdM8binBHFOHbKjxVvfgYA+NG3ayNZ/p5t+jQ1FU5sXjQVHd3BmOC/Zl4DLhpV1q/GNtA3ccqa\njJ2Uvtqs5pyH3hjQ/X75yDWDPSTKXRlpt/1tswMRCqloanWj9ZTfMPY+e/sUWC0Co4c5GTPzi+li\nLaWO0drvZPUUVFXipM8Pr1+FP6wirAK3rH8/IRZoS8mevmkiqkodCIRVFNksmSzka5o2a7TE5qGr\nL4JVETjQ5sGT7+4HEBnXWhSBH730ccLr+eKiqeiMG9cOpOYFx7U5I2fHB2ZkVJfnhDcAXzAMh0XB\n8a4AWt3G45lfXP9NPPzGp3jyhgn4qtOLTm8Qq7cfQFuXnzW9YiVtswU180JRBEaWOfDEdd9EkU3B\nnVH7X6+cW4+wKvHgtr34txsmGE6jO94VwM9e+xOWzaxDudOG7kAYo8r7l+kfyJs4EVGhUFWJ/a1d\n6PaHcXZlsWHsPekNoqqUu4wQ5RKjtd/R9RS0DwCqGklYdHYHsbRnXLZ1yTTDWDC2ugSbF02F025B\nubOwPyhrY9rls8ZhRIkdqkTMTBVtXLth50E8ePVFhq/n4Q7voJfecFxLhShZodwn3/0cv9vXipoK\nJ566cQLOq3IZ9rnyYhvauvw41O7BvF+/H/N71r3on4JbYKOqEjXDnSgvtuPZ26dg65JpqCpx4P6t\nezFmeGTgXOKwGm7PM6LEjp/PHgcA+PX/fIHqMgfKnf2bwpzsTTx6yQoRUSEJBsM4ctILh01BVakD\nYVUaxt5Klx2KwKC28SOizNK27wyGw1h/y8V4Zekl+naBVSUOBENh/KXdgyMnvQirKvwhFQJCT1wA\nkTGTUSywKgKjhjkxnFsmAwC8gTA+aelEhcuOYcU2PL9wKu67fKxe1HTM8GLMaRiDv7R3G76eo8ud\n+D+zvg67RUF5sW1AS284rqV8F70VsTb+SFYo9yczv47/vO+vsfG2yRBCwKIIwz5nUQTWzm+Aw2rB\n5kVT9djIml79V1DJi1BIRYc3iC+Pe3DDul249LHt+OHmj/Djay5CVUnkKkBNhRO+YBgr5tTrje7K\numpsvG0yAmEVTpsFH37ZjrsuG4uRBlcCjRo6wH2wiYiiBYNhfNbahevX7sLfPP5faHP7Ybcq2HDb\nZKy/5WL9zXzFnHpAROLq7FU70HTMzQQGkUlpVyV//MpeHDzejVuf+QCzV+3Eh1+241c3TsAT138T\n3UEVJ71BfH6sC8dO+XDPix/h2ClfzBhp9fYDMeOwmgon1sxv4NKxOCVFFlx60Uh8f+0uXLpyO25c\ntwuXXjRST2CoUqLSZceT7+5PGNc+d8cUnPAE4HJYsetAG/whNeH+k41pAY5rKb9psWz2qh2YvuI9\n/PiVvWjp6EZ3IIRlM+swYUy5ftuWDi9aT/lw35aPcai9Gy6HFVJKPHHd+JgYtnJuPYptFhTZLLh3\ny0e4fu0uLH99Hx64qhYbb5vMml79VFDLRlq7/Gg54Y1Zg9TS4cUPN3+E5bPG4egpHx6/djyOdwXw\nwvuHsGxmHUYPK0qYivfUjRPx1Hv78bPvjou5/96m0OXzPthc80hEA9Xa5cedPeusJ4wphyplzJbV\nT980EV3+ENbvOIiHrr4I5cW2QW9PPViMbUQDo12VjN5a/rqGGlwz/kxcv3ZXTPHNF94/hFunn4sH\nrqrVZ1poY6Q9zZ3YsPMgnrl1MiyKgMtuwYgSzraI1+UL63EUiIxp73y2Ec8vnIrNjS04etKHM4YV\noa3Lj8febtLHtRKIibdP3TgRv/y/n+Ph2fV6bO1rWQjHtZTPomdYTBhTjpsvORc3RvWZ+ALCvmA4\noUDnb26ZhMeuHQ8BoDsQRrHdAiGE/pkSOL3188tLL2Eb66eCSl4EwyqK7RbDLWzOLHfCYgGkBIQQ\nuHvGBVjybKNeHCq6kd31/IdYNrMOYVXicEe3Hth6W9+p7YP9xDtNmNMwBpUuO6pLHahw2rL2eqQC\n1zwS0WCEVImqEgeWzazDBdUlmB/1Zl5V4sDxrgDGDC/GQ1dfhM3vH8K8aecCyNyVPcY2otOSfZiL\nrlshhEAwrOK5O6bAogi8uHAKmju8GFlWlDBYf3DbXiybWYf7t+7Fptsm49G3PsaKOfUxA/+7Z1yA\nimIrKoqZtEgmpMqEnUWWXHo+pJR4cdFUCAHYLApWz2vAkmcbsXhTI9bfcnHCRTxtXOsNhNDmRp9j\n2qpSBypddmy8bTIOtXej2G5BdyBStyjXrx4z9hee6PjmcljQHVARDKtYf8vFWPffX2BG3Ug9NgGx\nMWz56/uwYk49FAHcvzX2Nrc9sxvrb7kYFkXgUHs3SotskDK2z2q3DRrMfCJjBZW8sCoC3YFwr1vY\nPPpWE9q6/Hjqxgl4fuEUhFXjRlbpsuPPrV249ZkP9MBWVmRNOoVOUQS+NsKFe2ZcoO+/nesBUVUl\njp7yGb65bV40FQCYsSYiQ06bBQ9cVYv7t+7F49eOj0kqx8fmFXPqYelZ5JjqK3vJPpQd9/gNY9uW\nxdMgpWRso4JhtKvFT66pg8Oq9OwMImGzCHR4ggmF0IvtFihCGBeuc0ZmU4Wl1GdabF40FSFVwqoI\nVJc4YLPl/lX8dLL2rKvXrg4bxc4NOw/irsu+hmdvnwJVSqgSSce1nx5161vP9jam1fiDp3fnq6lw\nYt38SRl53ukQ/V6QbFzLuJ9/ouPbJedVYt60s/X6OzUVTqy6aSLsFuMYduEZpdi8aCr++bd/wu1/\ndV7SguOjhhVh3JnD9KRgvs5YypSCqnlRUmRBzfDIG+rdM8YmZNHu37oXSy49vycLvQcHWj2wKoph\nwZXhPWsItb9duHE3hDAuzmK3WqCqEkdO+fTERfTf5WJxI62zf9XpNeysR076MH3Fe/oa9VBITbpu\nkogKi6pKhFWpX6Xo9Ab12Lnk0vMNr3CEVegJ31Rd2Ytf0xodr7r9xuu5v+r06rf9st2DVrePcY0y\nIhRS8VWnF4faPfiq04tQhq7URSfyJowpx9LLvoYDbR4EwipOeUOY/+v38aev3HriAjg9pjrhCSKU\npBCv1u+PnvShpsKJey+vxahhTpxd6cKZFcVMXPRDqdOCp+c1oKbCmTR2zmkYg7ue34ODxyPtRhFI\nOq5dvf1Av8a0QE+72BT3IX/Tbhz3+DPwzFMr+r2gpcN4XNvS4eWY1kSS1WPprU6LkegZRgu/dV5M\n4eCWDi+WPvchih02w74QDEsEVRV/P+MC/eJ4/G2qSh0YNcyp75imzcSProWRynFNISio5EVIlfAG\nwjh3hCv5FjY9yzhaOrw90+BCWN3zxgBA3xLnpDeQ8LcWgYQGuWZeAywK0OmN7PmbL8WNtM6erCL4\nMKcNmxdNxbKZdfiPD5vR1Br7AeGL411oPeXDX054cLijG53dfv1DwFedXhw76eUbAlEeCoVUHD3l\nQzCs6vEwujifdjU2WuR7iVeWTk/pTLVk06LbuvxJP3BpyeaqEgeOnfLhe6t26nHt0yOncMITiVuq\nKtHqjsS4lo5uHDvp1X9nZKADLiosoZCKz465cd2a3+OHL36EpqNuNHd2o/WUL6atRLejEx6/YXJN\nu82xk5FkXPTvtd8d7/m7Q+0eBEMqrm+oAQA8cFUtvIEwlr36CfYdcWNJzwWZZP222G6B12ActWJO\nPbY1NmPN/AacX+3Cy3degtozcnMWaraoqkSXT0WJI7JrwYVnlPY6w6XYboHN8v+zd+/xUVXn/vg/\na889F0gISUASBSkGIidIBgHhaFFOvdS0/CzBGwFEBQK2nmO9YHvK0Zav54hoPfUCQaogN4tCbS1W\npUXRHgGRgFCNAiJo4oWEkEAymftevz9m9mauuUAyycDn/XrlRTKzZ8+aYc2aZ9as9TwK1u/8ss24\ntq2YVlUlXN7YE7wub/Itfw99LwidTNfkZdqQk26JG9N++u1JnHC6wyYXvV6//lpkXNs5Qsen6uD4\n9PE3J/Gfr+7DF8ea8U1DC6obWnCorhk/XbcnKsm3NgFce9Kpj29unx/ZaYE8L0Yl9goLKSWWTC2O\nGsOcHh/Kfr8TCoDv5aTGfF2dF1HBR1EECnLT8eq88Xh//pWdHtecC86ZbSM+n4oGhxf1zR44PX5k\npVliLttpdHr131s8fmSnW/D8Pw7h8SkjkNvLgiPHWrDgTx+jrtmNijI7vH4/fvOXT1HX7IaiKCjI\nTccf541Di9uPw8cc+FXw2GVldri8/pj3aTIqqGtyJ1ViIC3LtPahI3SZ4pKpxVj81mfYXFWLqwtz\nsKDkYhw96dJrjqdajDAoAn/d9zUuL8iFVIBmtx+rtx3Gsn8cQV6mDc/cOhIurwqH24oUc2CW3+n1\nw2RQkJNmgdF4Ts27ESU9r9ePk24vmt1+NLt9eknqmgYn9lQ34vG39mPhpOEYkGmLOU6qEp0+NsbL\nlu/yqXjlwy/x7K3FuGvdqeWjz9w6Es0uH9bPHos+qWZs2PUVFpQUIifdgjSLER6/CofbD4/PiXqH\nF6/tqUHpqPNhUARgUCAUFV81BPaH9w0p9cg91ueW9iYDDD0OAJ7acgCP/uRf0D/Dhq/qW7D0nUO4\n7l/6Y1B2KswGBUBgS4AqJfZ/exJD+/eGT1VhNRng8vpR3dACm8mAZrcP63d+iZtGX4DjDg/qHR5s\nrKzGg9cNg9un4k+7q3H9iAFhS6eXltkBAP16WfX8NKETFtoHvsjXbYvHjxaPH0V5vbB+9lj4VQmD\nImBUBB65oSgp4p2eSFUl9n/XhCf/fiqPWm4va9y4Vvu/GNQ3FcUDs/CXj2qwbtYY+PwSX9ZHx7VL\ntx5qNaZdPn0UeluNMe/PECxrnYwxLYCYce3i0iL8/OW9qGt246VZY/B5rQNPTBkBVQZWEQoBONx+\n1J50o5fNBIMiUedw4+HXPsHmqlrGte3Q1riovU/+aXc1fnRJHp7ackDv+7/8YSF8qh9fNTgxIMOK\n/EwbfnfzJTAaFCgCqG5ogcmgwKeqWLv9CEpGDIja4vbq7q9hNCgx+7THp+KhP3+C1bePRm2TG41O\nL17cdhiT7fmoaXCi2e3D9U//H26052HlzNEwGUSr/6+KIhKSdPxsJaTsuTOAQohrAfwOgAHA76WU\nj7Z2/KhRo+SuXbuiLldViaMnnThS36IvU766MAc/u2pIVOfVcl5oezVbPH7csvwDLJtmD0vcCQQ6\n9MJJw5FmMSArzYKBWalQFIHapsC3cZHHPnnjJfD41bABcVmZHRaTgttWfBgWtA7JTkOD03vag7+q\nShxzuOHy+mEQAjazARm2+AFSozMwqeOXEiYl8GI3GRX4/BJunx+KEFAUwGpS4PRIqFLiN3/5BJPt\n+WGBe99UM7yqCikF/FJCAHjk9Spk2MyYd+X34FMlrEYRTOwVGPDNRgVurwqrSYGUgC+Y+OuE04sG\nhwf9eluRbjEitKf6gsvOTQYFRgVwelUYFQGLUYHLF9yDqwgIBVAg9OONioC1leciKGHvsvH6bKSB\nD77eofMeefT6020SJa+E9Nu2+mxkANLbYkCjy4eTLi9aPH7MWxtIDLexshozxg2KmvjMTjfjWLNX\nz6Afum/74R8Ph5SB170h+Lr3qxJmg4LsYCUC7b5tZgN8qoTXpwZ+9we+KTQqAiajAndwnND+NhsA\nt1fCGzJWmBQBRRFweAK3CwwZAkaDgNunQlUlrKbg/fhVmIIfylw+FUaDghaPL2xsryizIyPFCJ8f\nMBsFVInAh04hcdLph9Prh9UY+BAqhAKLUcBiMsCoCDg9yfNBoAN6xFjrcvlwwu3V/++tRoO+xLct\nkf0902ZCg9MLVVXhl4BBAH4JPU9Kps2Eg3XNcSeqQs/nVyX+3+tV2FxVi7///AooQoRNNvz0qiF4\n5u2D+ocj7XVy79UXweMH5q6pRHaaRc8to93f726+BGkWI+54cVfYa8ygCNz3yl6suO1SzFz5YVQM\n89KssXD7/Pi3374HAGFx0cj8DDx43VDc+8reqJwX6VaTHh+dBXpEn6096cKv/vTPsDF0zuUDUXJJ\nXsyxc+b4QWExLYCoxJ3Aqbg2O92CobnpMBqVuDHtH+eOw6G65rC+tbi0CBdkpeDGZTui+jeAM6rg\n4fOpqG12B8baNj7wRx6bYlbgcPv19wKn1x+sYqPA6Q3EtDc/twPZaRaUTxiMnHQL0q0m9LIa0Oz2\nw2QQAAR8qgpFCKzbcQQ/uLg/stMtUKUEIKEIBQ63D+lWEwwKoIjAGO8P3kZCoqbBhcwUIzJsZkgE\nYllFAAYh9PHHHPzA7fapMCgCJkMgXvZLCUMwFjcgcLwv5P2vjcmPHhUfhCb4VaWEQVEgpcSBo814\nastBfYIsdAL/uCOwer1PqhkenwoB4H/e+FQf/5ZOLcamvV/jioLcuPkMl04tRm+bSa8aosnLtGHl\nzNF45cMvoydup9qxevsRbPuiHgsnDddzHT57azEefu0T1DW7saCkEHNWV+rne3/+lRiQmRL38Xfn\nxF5HJ8+197J4ub7ivQfGS+7cgcce98oeu/JCCGEA8CyAHwCoAfChEOI1KWVVR89V7/DA5VPDssBu\nrqrFrMsHY+Gk4UgxG9CvtxXHHW4snlIEgxD47qQLD79WhQevGwoArS6JvOflvXqJG1WVcfdKZ6db\n8N9/rcKCkkJkpZqRnW5Bs+tUcKsdN2vVLqy7c0xYSZ6OfAsX61u8xaVFyO1ljQogVFXiSL0DR0+6\nwt6Alk4thsvrxz0vnwpE/vemS9DLZsTtKwNJbSInf1bMvBRNbh/qmtxh59JuV/b8BzEDKW3G84bi\nAWGXL5pchH8cqMWUS8/HdyddeptbPP6w4568cQT++6+foa7ZjSVTi8OCuf+96RKYDAJ3rdsTdnzo\nZBMRdY7IsefhkqGwD+qLY02BPdBaoJxhM2FzVS3qmjxYUFKIDJsJjU4vBAITCLnp5rDLtXJks69w\norRiuz7REfparyizo7fNiFuWh48zscacyNs+e2sxMlJN+Ca4Tz90rMhIMWH5e4ex7Yt6/YPA3RMv\nwlNbDqCuyRNzPAudBM9Os+j7pUMrWIUm0lOE0MfSqwtz8NOrhmDe2l0xz8kVGZ3L5fKh+qQTxyLe\nt56bZsfQfr1afZ5jJbLU+saMcYPw4rbDURN0y6bZ8bu/H4h6z//jvHHom2qJeu9eNLkIGTYzXF5V\n36KhXf7M2wcx2Z6PzVW1en6DBSWFMCgGzH0xsDpCq+gRen///odAefjI3AgrZ14a2C4QZ+m0Gpw4\n1L6ZDP2Gek91I57/vy+wbtYYSAl9dYXJKJBpY7WQzub0+jHZnh+W46J4YBae3nIgUMEpNw2qBEwG\ngV9cNywqpgUQVn1Po8W15Wsq9Up58WJar19Fbi+rHkdrq5Uffu2TmP27vtlz2qvLtG1Toa+BijK7\nPsHS1rFLphbj3c9qMWpQn/BYt8yOp4Nj+XPT7TjR4g3/knPiRXg6+HoOfR0vnVqMp4PvIdrrvnzN\nqYnqZ24dCa9PDYuhF00uwnv7j+oxbYvHjxXvH8a8K78HZwfi2iemjIDVpITFtfGei55EGy+f/Nv+\nmI9ZK5983zUFePyt/WGVbVRV4rjDA4fbFzaxsGhyEeqaPNhT3Yi5a3dHTbzWBN/TtcmFuWt3Y+2d\nY2L2Z5NBYNk/jqChxadXCPGrgYmpbV/U6ytt1s8ei0anF4qA/j7/2Jv79XPFS77ZE1ZYtrcNof9X\nkX0/crI98nwVZXY8teWA3l+1L+Rbm7TvqJ7by4HRAD6XUn4hpfQA+AOASadzIu0bjMjOqkqJmSs/\nxE3P7cBn3zXhZy99hH/77Xu48ol3ccvyD1DX7Na3kcTbA9fo9AYG8WDirHqHB4ePOWIem2Ix4JEb\nijD8vF44L8OGR16vQrPbF/NFFJofQxv825vYM9Y+7vs37MOX9S1R56h3ePBlyIoU7fhjzR590NUu\n+4/1H+HrBhdqGpyYWJgblZyr5rgT1cedUecKvV35hMFR19+/YR9mXXFh1OXzN+5D6ajzUX3cieMO\nr/4Tedw9L+/VE63OW7sbk+35Yfd93OGNOj7Wc0FEZyZy7LmqsD/mrqlEitkQFihr4+me6kbMWV2J\nm57bgYWbqnCs2QOjIvDFsRYs3FSFm57bgTmrK/U66tprNtZrvXxNJdw+GTXOxBpzIm9717rd8Ppk\nzLGlpsGFWVdcqI9Jk+35KF9TGfg3znimjUfa7xpt4ib0XMdDKjQAwGR7flTCsNBzJmuS556q3ulB\n6waHKQAAIABJREFUTYz3rdmrK9t8niP7e2jf0P5/IxMozlldqfc9TU1DIE9ArPfu+RsD74/lEcm+\ntfNnhJRb1/qXIk5Vk2jti5fIywzByhX+OPlejIqA1ahg2TS7/vp9cdthrL1zDN57YAIWlFyMFrcv\nEE+t24PSiu1QVcGJiy5gCCb+C/2/1SaF56yuxIGjzZjxwk5c8djWmDEtgLgJBrW41uPztxrTmo0G\nDMxKxfABvZGXaUNBv3S4fSo2V9WGHav171j5hdo7ltU2u6NeA+VrKlHbHJ0cNNax89buxqTivKjX\n+dzg63VPdSN6WU1h10+25+vXR76O54a8h2iv+9DrGxzeqBg6Mqa9f0PgNdzQwbj23lf2RsW18Z6L\nnkQb3+I95tAxU3vs2pa5eocn5ucL7Vjt73gTr6H5DLVxLpQ2vuVl2vByZQ1+8OR7uOqJdzFz5Yew\nmY1YOGk4Hn3jM9yy/AM9XslIMWPtnWPQJ9WMuuBzr30oj5V8M16OrUS+n7e3DaH/V5F9P/T4WOfT\n3gNDj69tjl297XQfe0+evBgAoDrk75rgZWGEELOFELuEELvq6upinshsNOBYc3RiydCBOzRhHAB9\npnZjZaAJGyur9YzO2vWLJhehYuuhsFk2j8+Pp7YcjDrXsjI7+qZakJ1uwYDMFEgpsbmqNu6kSOR/\naOiLuC3x9nGnmA1R5/D4/DFn31ubkQdiB0SRH1Dae7vWBhyDIvTztnb+0IEpMpiLFaTFei4SpT19\nlqgnaW+fjRx71GA980anN2q8fWLKiLAxcnFpETJTTTAYAssTI69fOrUYFVsP6eeO9VrXPiOFjjPx\nxpxYt403dhmCJw6dfMiwmdo8d+T9hOZV0q6LHNPac85kTPLcHdrTb32qjPu+0tbzHNnfQ/tG6L+R\n540MbLU8AfHeu+O9P2almsM+jGr9S5WnqknEizFaPP6oy6xGBcunj8KGXV9FJadbWmZHTpoFub1t\nGNavl55s7pEbipCfmQKDELj8sXdw7e/+T59wZF/tuPaOtWaDgj6p5rD/29D/67Zi2rxMG/L7BGLT\n1uLa1mJabdl3aFxb0+CM2d8MccbX9vaP0ATPobf3+aOTg8Y7Vns/irxcG1t9EV9ytvU61m4XLx5u\nK6aN9x4Qef72xrWxnotE6Gh80NZj1v6N/GzV1vPU2sRraD5DgyKwuLQoKv5IsyoxE27mplnQr7c1\nbIJi0eQi3P3SHnx/8VY8uPGfWFBSiPfun9Bq8s1443six8j2tiH0/6q14+OdL7K/xntNnu5j77Hb\nRtpLSvkcgOeAwF6rWMdkpZrR5LLgyRtHhC3hyu8T6Jjlayr1bxD+MHssvjvhQr3DgzXbv8Rkez5m\nXzEYub2s2P55nV4n+8v6Fjz+1qllvFowYjYaUNfsxuNv7deXPbd4/OifEZ5t1mw0BF4YMRIDactK\nQ8VbhhSLdu7QjqIFK5HnMBsN+oeK0ONjXRYa8MRKzqVd19HbhQ44sS6PFWRFHhc6MEUGc7FuH+u5\nSJT29FminqS9fTZy7FGCpfYqth7CQz8uxOLSIty/4dQS8zV3jIFfSigAvjvpwpJ3PsdDP7pY3+4R\nOoa6vCr2VDfq9xXrta4lcQ8dZ+KNObFuG2/s8gdPrN0ucsxpbTwKHRcXTS7C42/tDzvOHJEgrK32\nduS94FzXnn5rVETc97u2nufI/h7aN0L/jTyv9qFTe89fXFoEm9mglwNu7/tjdroFz713SP87NOfF\n0jI75q6pRMXWQ/rrTru/5dNGwWQUYW1YNs2O7DQrcnsJ3HnF9yAQWB7tC+Z/yUmz6KVLYyWbixd3\nsK92THvH2j4pZrh8fiyZWqyv1NK+ZJsbEtOuun00DIrAF3UOPaa9418v1BOprtn+Zatxbb3D066Y\nFgj0gY2V1TFjWpv5zPqHKU4iRaMh+jvYeMdq70fxxtbI69t6HUeuzG5PDB0a08Z7D4g8f3vj2ljP\nRSJ0ND5o6zFrjy/ys1W851S7zdIyOzbs+ipmstXH3tyvT0ZYjYHxK3S7U24vK9ItFgzNNePlOZfB\n5w/krdLyqmjVQTw+P4QQePi1j/V4ZE91IxZuqtK3uLT1+LtzjGxvG0L/r1o7Pt75IvtrvNfk6T72\nHpuwUwhxGYCHpZTXBP/+BQBIKf8n3m1aSxSjqhINTjecnkCSNYMi0Oz24o+VgWzwxmBmWEiJ4y3e\nsD1Vy8rsOC/DghZPIPGbhITLE0hgYjUpp5U1PvS47DQL7p44BIP6piLFYkAfm/mM9gYlIudFdpoF\nvyoZhn//w0chz1MxLCZDVM6LZdPssBgDSUk7mvNC2x/ocPv0Nicg50WPSMgVigk7qR26PSFXvJwX\nWuLAX/5wGPr1tupJNx0RCS2XltlRkJ2KQ/UtUeOfxahgerDKQV5mcuS80DL3K0JBRooJjwSTL4Z+\n0Iyf8yJ2MumzLOdFt4+1ic55sXz6KKRZDPi81qEHzhdkpWBgVioARL13L5tmR266BUeb3JizujLs\n8ouy09Do8ukBtYCEP5gENsNqxLEWL3x+FRajAr8MfLOsxSzAmSVPbOu56GjckkS6vc9qfD4Vx1s8\n8PgDca2iCKzedhiXX5SD/r1tMAeT/7p9KtxeFXNCckAsK7OjX4YFrjbi2o78v4buk9eqQOSkW3Be\nbxsURZxR/+jqnBebq2rD3q+013PcnBchtzuV8+LU/bWV88Lh9iU650WPiQ9ay3nx4rbD+PeJF6F/\nhjUssX68zyrLyuzom2aGUATcXj++bnRhQIYViggUDTAqCgwCcPnCk7yeSeLM0x3resIYmWQ5L+Jf\n0YMnL4wADgCYCOBrAB8CuFVK+Um827T3gyAQWWEDsBoVGA2BjO5WkwK3L5A9PvIbh/aeu6Nl0CKP\nO9OMtKeqjagwCJxhtREVigh822I1CTg9Ug+IVABenwolmJnfahZweQIZ+9VgNRCbWYFPlfD4VPj8\nEmajomdgNoQMLNbg5Vo2Z0UAUgJWswKfTyJ0QZwveH5jsNqIyxvIyqxVG1GD3xadq9VGTgcnPJJe\ntwcnQOxqI3UOj/4Nbt8UM+qdgQ9V1mDm98ixNtb4B5z6sHXa1UZ8fhjFqWoj2kR2ZLUR/fJgtZEW\nTyAzvaIAkO2sNqIImI0KnN5AtabQscmgCAgBvdqIIgCPX0JKCSEEzAah/20yKqw20gnaW21EVSUs\nXVhtJLIvt/e9vydkqW9LMrSxE/SIPhuLVmHDF6ywYTYJuDwqTMZA5aJmlx++YFzWkdKcHfl/7cq4\nNvTxGdtZbUQ7NrLaiMvrhxJSbUQ7Lt2q4KTTr79fpVgCFfZEsAyxPxh3plsVNLlU+PyB+DfFrMDl\nlfCpKgwiML4rIvC69Ut5KqZFYHJIi2l9qoQheGxo3Byr2oiqnSek2ohWdS+5q40EcrgYBKAoSquf\nmcI+t8X48jhR48/p3ldPGCNZbaQLSSl9QoifAngLgVKpL7Q2cdFRiiLQJ9UCpEZcEfn3aZ67PfV7\nWzvuTGsAK4pATrq13cfGfC7iiFH9J0xvW+vXE9HZK9bYNcAc/lZznqX1t5544197xsSztnZ6J7w3\nUWxWqxFW6+mFQ7H66pn003h9/0xjgkRIhjaezYxGBedlRARgIePG6cZmHfl/7cq4Nubj68CxGXFi\n18yIvyND53gxbztDbApxJn2grc8qiRx/Tve+esIY2RmfUds6rqvfw3rs5AUASCn/CuCv3d0OIiIi\nIiIiIuo+PbnaCBERERERERERJy+IiIiIiIiIqGfr0dtGiChxTicp6Okk+WTlFCIiIiIi6ihOXhDR\naUtEFZRE3EdPxskbIiIiIqIeXCr1dAgh6gB8GfyzL4Bj3dicrna2Pz6g+x7jMSnltYm4o4g+25pk\n+P9OhjYCydHO02ljQvptB/oskBzPdahkay+QfG0ObW9PG2uT7blsj7PtMXX34+lpfTZUdz83HZVM\n7U2mtgLR7U10fJBMz1cytRVIrvaeSVvj9tmzavIilBBil5RyVHe3o6uc7Y8PODceY3slw3ORDG0E\nkqOdydDG9ki2x5Fs7QWSr809ub09uW2n62x7TGfb4+lMyfbcJFN7k6mtQPe3t7vvvyOSqa1AcrW3\nq9rKhJ1ERERERERE1KNx8oKIiIiIiIiIerSzefLiue5uQBc72x8fcG48xvZKhuciGdoIJEc7k6GN\n7ZFsjyPZ2gskX5t7cnt7cttO19n2mM62x9OZku25Sab2JlNbge5vb3fff0ckU1uB5Gpvl7T1rM15\nQURERERERERnh7N55QURERERERERnQU4eUFEREREREREPRonL4iIiIiIiIioR+PkBRERERERERH1\naJy8ICIiIiIiIqIejZMXRERERERERNSjcfKCiIiIiIiIiHo0Tl4QERERERERUY/GyQsiIiIiIiIi\n6tE4eUFEREREREREPRonL4iIiIiIiIioR+PkBRERERERERH1aJy8ICIiIiIiIqIejZMXRERERERE\nRNSjJWTyQgiRL4R4RwhRJYT4RAjx78HL+wgh/iaEOBj8NzN4uRBCPCWE+FwIsU8IUdye+7n22msl\nAP7w50x/EoZ9lj+d+JMQ7LP86cSfhGG/5U8n/SQM+yx/OvEnIdhn+dOJP3ElauWFD8C9UspCAGMB\n3CWEKATwIIAtUsohALYE/waA6wAMCf7MBrC0PXdy7Nixzm43UZdin6Vkwz5LyYj9lpIN+ywlG/ZZ\nSoSETF5IKb+VUu4O/t4E4FMAAwBMAvBi8LAXAfx/wd8nAVglA3YAyBBC9E9EW4mIiIiIiIioZ0l4\nzgshxEAAIwF8ACBXSvlt8KrvAOQGfx8AoDrkZjXBy2Kdb7YQYpcQYlddXV2XtJmoM7HPUrJhn6Vk\nxH5LyYZ9lpIN+ywlWkInL4QQaQA2AvgPKeXJ0OuklG3ucYlFSvmclHKUlHJUdnZ2J7WUqOuwz1Ky\nYZ+lZMR+S8mGfZaSDfssJVrCJi+EECYEJi7WSin/GLz4qLYdJPhvbfDyrwHkh9w8L3gZERERERER\nEZ1jElVtRAB4HsCnUsrfhlz1GoAZwd9nAPhzyOXTg1VHxgI4EbK9hIiIiIiIiIjOIcYE3c94ANMA\n/FMI8VHwsl8CeBTAy0KIOwB8CeDG4HV/BfBDAJ8DaAEwM0HtpC6mqhL1Dg88Pj/MRgOyUs1QFHHG\nxxIRERERJQpjWqLES8jkhZTy/wDEe4VOjHG8BHBXlzaKEk5VJfYfbcKsVbtQ0+BEXqYNy6ePQkFu\netQA3pFjiYi60sAHX+/wbY48en0XtISIiHoCxrRE3SPh1Ubo3FXv8OgDNwDUNDgxa9Uu1Ds8UFWJ\nuiY3vm5oQV2TG43O+McSEREREXUXxrRE3SNR20aI4PH59YFbU9PghKqqUTPSy8rsyE6zhB1f0+CE\nx+dPdLOJiIiIiHSMaYm6B1deUMKYjQbkZdrCLsvLtMEvETUjPWdNJe6eOCTqWLPRkLD2EhERERFF\nYkxL1D04eUEJk5VqxvLpo/TBXtvzJ6WMOXs9qG9q1LFZqeaEt5uIiIiISMOYlqh7cNsIJYyiCBTk\npuPVeePDsi3XOzzIy7ShpsGJkfkZKJ8wGFmpZpiNCl776Xg4PczMTEREREQ9A2Naou7ByQtKKEUR\nyE63hF2mzV4/+bf9mDFuEOZv3MdszERERETUYzGmJUo8bhuhbqfNXj/84+H6IA8Eltk9+bf9+O6k\nS8/YrKqym1tLRERERBSttZh21qpdaHR6wiqRMK4l6hiuvKAew+tXw/YJjszPwIxxg3Djsu2ctSYi\nIiKipOCJiGkBIDvNgm8bXZizppJxLdFp4soL6hFOujwQAmGZm8snDI45a8262ERERETUEzU6PRBA\nVDWSuycO0ScuAMa1RKeDkxfU7VRVosXth1+VWHX7aFxdmAMgsG8wVsZm1sUmIiIiop5GVSVcHj9U\nGR7T5mXaMLBvCuNaojPEbSPUrVRVYv/RJr0mdl6mDc/eWoyfXTUENrNRz9isYV1sIiIiIuppWotp\njzV7YDYojGuJzhBXXlC3qnd49EEeCMxA37VuN6wmA5579xAqyuysi01EREREPVprMe1TWw5ClRLL\npjGuJToTXHlB3crj88dcQnfC6cUNxQMwIMOCl+dcBp9fhdGgICfNwqRGRERERNSjtBbTPnBtAYwG\nBQMyrFg/eyz8ErCaFPRNZVxL1BFceUHdQlUl6prcAKITGuVl2lDv8OD+Dfvg8Kj4ptGJT79rwsOv\nfYyDdc0sK0VEREREPUJ7Y1pVldjz1QnUNDhxqLYZzS5fdzSXKKklbOWFEOIFACUAaqWUw4OXrQdQ\nEDwkA0CjlPISIcRAAJ8C2B+8boeUsjxRbaWuFbonMDvNgsWlRbh/wz5kp1lw98QhOD8rBd82OpGd\nZsF3J1wordiOvEwbFk0uwp92V2PG+AshpYTZaEBWqpkz1kRERESUcB2Jad0+FQv+/LGeD+PJG0cg\nzWKE168ypiVqp0RuG1kJ4BkAq7QLpJQ3ab8LIZ4AcCLk+ENSyksS1jpKmNA9gTUNTjz25n6smzUG\nJ1q8mLt2tz6oLy4tgtevAggsu5u/cR9W3T4aNy7bzvrYRERERNStOhLT1jd7wvJh3PPyXiycNBwz\nV37ImJaonRK2bURK+R6A47GuE0IIADcCeClR7aHuE7kncE91I76qb9EHeSAwqN+/YR/8IVtEahqc\nOO4IH/hZH5uIiIiIukNHYlp3REnUmgYnUswG/fdZq3bhmMOduMYTJaGekvPicgBHpZQHQy4bJITY\nI4R4VwhxeXc1jDqf2WiI2hNoNRliJjkyGU51UW3fYOQxrI9NRERERInWkZjWagoviZqXaUOj0xt2\njMurdl1jic4CPWXy4haEr7r4FsD5UsqRAH4OYJ0QolesGwohZgshdgkhdtXV1SWgqXSmslLNWD59\nVFipqOx0S8wkRy0ev/57RZkdGyuro45JtvrY7LOUbNhnKRmx31KyYZ9NPh2JaUMv17aSVGw9FHaM\nIcl2jLDPUqIJKRNXuSGYiHOTlrAzeJkRwNcA7FLKmji32wrgPinlrtbOP2rUKLlrV6uHUA+gqhLH\nHG44PX6oUsKkCLy6+2tcUZCDu9ad2h+4rMyOXjYjVAl4/RJv7PsGowb1wf0b9p06Zpodw/r16uz9\ngQl762CfpU6UkH57LvbZgQ++3uHbHHn0+i5oyVmHYy0lG/ZZChMZ0353woW+aWYcd3hx7yt79Xj1\niSkjMDArBR6/1PO5OT0+zFkTnhejoF86+qRaOruZjA8o2cTts4lM2BnPvwH4LHTiQgiRDeC4lNIv\nhLgQwBAAX3RXA6nzhGZl1gbrZ28txj+/OYG399dhQUkhMmwmSABZaWbUNDhR7/Bg95F63DT6Ajg8\nfqycORoWo4CUwHm9bUxsREREREQJFSumXTS5CMeaPVjx/mE9pm10evH2p99h2rhBOHrSBZfXD4vR\ngL7pZqy6fTQsRgUHjjYjt5cVGTZzdz8soh4tkaVSXwIwAUBfIUQNgIeklM8DuBnRiTqvAPAbIYQX\ngAqgXEoZM9knJZfQrMxAYH/fs+8cxIKSi3H0pAv1Dg/e/vQ7lFySh9KKU1VFlkwtxqNvfIrNVbX6\nFpKhuekwGnvKziciIiIiOlfEimnnb9yHp2+5BA9eNwzHHR79C7iSS/Jw83M7wlZZ/Hz9XtQ1u1FR\nZsfF5/VC3zQLv5AjakPCJi+klLfEufy2GJdtBLCxq9tEiReZlXlkfgZmjBuEW5bvCNsu8rstB8Le\nDOat3Y0FJYXYXFWLmgYnytdU4tV545GdboGqStQ7PPD4/KyTTURERERdLjKmBYDsNAuMioLpL+zU\n49qKMjueiohr79+wDwtKCjFndSXK11Tij/PGQVEEY1qiNvBra0qoyKzM5RMGY/7GfWED+pw1lZhs\nzw+7XU2DExk2U9jfHp9fX7J3w5L3MX7RO7hhyfvYf7QJqpq4XC5EREREdG6JVWnk7olDosqklrcR\n19Y0OOH1qYxpidqBkxeUUJFZmbNSzTHLSWWlhu/5iywnpVUZibVkb9aqXVElVYmIiIiIOkusSiOD\n+qZ2OK5lTEvUfj0hYSedQxRFoCA3Ha/OGw+Pzw8hBPIybWEDfV6mDX1SzfrleZk2LC2z4+ktBwAA\nVxfm4FfXF8LjC5RRzU6zhN1eW5VBRERERNQVImNas9EAKWW74trFpUV47M39jGmJOoiTF5RwiiKQ\nlWrGMYcbXp+KJVOLMW/tqVJRiyYH6l4vKClEVqoZ/XpbkWJWsKDkYiwoKURDixe3/v6DUxMbU4vR\n7PbhsTf3Y091oz6DTURERETUVRRF6PnXjjnc8Prjx7ULJw3H+X1SYDQI2MwGPHPrSBx3eMJi2iVT\niyEAfHPChYqth1DX7GZMSxSCkxeUcJGlpa4uzMGq20dDCODA0WY8/lZgEuLlykD13C0//z58aqB2\ndr9eVv0NAQjMSM9duxsLJw3HfdcU4MVth3HPDwqilucREREREXW2WHHt2jvH4LjDg9omd1hc+/ef\nX4G6Jg8yU82oa3Ljvlf2xkxQv3BTFRaXFiG3l5UxLVEI5ryghIvc07e5qhbTX9gJn19i4aYq7Klu\n1I/Ny7Thq+MtmLB4K+57ZS8kZMy9hClmA+Zv3IeHfzwcBbnpzMxMRERERF0uVlw79fcfoLHFizmr\nK/W4Ni/ThurjTpRWbMeMF3Yit5clZkybYTPpFUnSrEbGtEQhOHlBCRertFRNgxPNbh+WTC0OS3y0\nuLQIT205qB9z5FhLVGZnLelRTYMTUkoO8kRERESUEPHi2vOzUk47ptWO8frUBDwCouTBbSOUcFpp\nqchkRo0tXgzOScXqO0ajvtmDrFQzfv7y3rCVGE9tOYilU4v1MlR5mTY8e2sxFAGsuO1S2MzcF0hE\nREREiREvrq1rcmPNHWOgSgkhgJ+vbzumfWLKCKhSYv3ssWjx+BnXEkXg5AUlXFaqGcum2fG7vx/A\nZHs+slLNyE63wOtXYVIUqKqKjBQzTAaBumZ32G3rmt1odvvw6E/+BQMybZASePSNT7G5qhZ5mTYs\nnz4KGTYzV18QERERUZeLF9dKSBiEwAmHF5mpZmSnh+eu0GLaBSWFyEm3ICvNjAaHB3et26NPZjCu\nJQrHbSOUcIoicFF2Gu6eeBEWbqpCacV2TP39B3B5VXhVFX/56GtUH2+BV5VYN2sMri7MAQA9Y/Nj\nb+5H2fM7cfSkG9Nf2InNVbUAWA+biIiIiBIrXlzrcPnh9vnR5PKi9qQL/3l9IeZcPhBAeEw7Z3Ul\nfvbSHvj8Up+4ABjXEsXClRfULRpdPpSvqQwboMvXVOLxKSMwYVgu5gav07aF/PwHF8FmNuKR16v0\ncqjZ6bETHbEeNhERERElSqy4ds6aSqy9cwwe/OM/9Zi2osyOG4rzomLaRZOLcCKYvy0U41qicJy8\noG4RL7lR3zQzblvxYdjgf9e6QClUq8mL6ZcNxPzrhuGr+hZ82+iMuceQ9bCJKJ6BD77e3U0gIqKz\nTLy4tq7JHfVFnRbTTrbnY+6E76G3zYRH3/gUk+35jGuJ2sBtI9QttORGofIybTAIETZoj8zPwIKS\nQgzKToVflXhi8wHc9/JeAMDgnDQsm2YPy+S8fPoo1sMmIiIiooSJF9eGbvmIjGkrth7CDUu24dE3\nPsXDPx6OS/J6M64lagNXXlBCqapEvcMDVVWxbJodc1aHbw9pdHr0WeeR+Rm475oCzN+4Tz9m0eQi\nvLjtMC7ISoFBEeibasbLcy6DlBJmowFZqUxqRERERERdLyyuLbNjTsi254oyO57acgAAWo1p7/lB\nAXLSLGhwehnXErWBkxeUMKoqsf9oE2at2hXYC3j5QKy9cwzqmtyod3jw7DsHcdeV30NFmR3laypR\nPmGwPsgDgeV28zfuwytzLkOj04vpS7aFZWMuyLVxgCciIiKiLhcZ1z5cMjQsrv3LRzX42cSLUPVt\nU9yY9uU5lyEnzYKDdc36eRjXEsWXsG0jQogXhBC1QoiPQy57WAjxtRDio+DPD0Ou+4UQ4nMhxH4h\nxDWJaid1nXqHRx+YAaB4YBYeeb0K9Q4PMmwmzBw/CE6vil5WI168fTQuPi895v5BnyrDzsNszERE\nRESUSJFxbUH/3viizgG/KtHLasTlF+VAVSX+MGts3JhWSokGp5dxLVE7JTLnxUoA18a4/Ekp5SXB\nn78CgBCiEMDNAC4O3maJEILZapJcZDKj83pbMWPcIOw+Uo++6Rb0z7Chb5oFz7z9OWa8sBONLT69\nTKomL9MGRYDZmImIiIio24TGtSPzM5BmMeKlnV/CoAj0z7BhQKYNLR4ffrPpk7gxrRAibrJPxrVE\n0RK2bURK+Z4QYmA7D58E4A9SSjeAw0KIzwGMBrC9i5pHCaAlM9IGaKvJgE17v8b1IwZgxgs79aVy\nL9w2Cjdemg+X148FJRcDADZX1er7AxVFMBszEREREXWb0Li2fMJgPP32QdzxrxfiP9Z/FJLPbSR+\n+cNCnHB6Y8a0BgEoBgPjWqJ26gnVRn4qhNgX3FaSGbxsAIDqkGNqgpdFEULMFkLsEkLsqqur6+q2\n0hnISjVj+fRRehblFo8fpaPOx7y1u/UBOzvNgvpmD/5j/UcordiOW5bvwF1XDsFffjoeC0oK8eK2\nwzAoIuw8yZaNmX2Wkg37LCUj9ltKNuyzySU0rs2wmTDZno97X9kbFtO2ePwoe/4DTHr2/ZgxraIo\nUfFxMsW17LOUaEJKmbg7C6y82CSlHB78OxfAMQASwEIA/aWUtwshngGwQ0q5Jnjc8wDekFJuaO38\no0aNkrt27erCR0BnSsvK7PH5IYSAy+vHVU+8q1+/bJodCzdVRc0+LygpxMJNVcEERukAoJ+nC7Ix\nJyw7EvssdaKE9Ntk77MDH3w9Ifdz5NHrE3I/SY5jLSUb9lkKExrXfnvChdKKU4vE2xvTKoo5Fx6E\nAAAgAElEQVQIO0+yxrXss9SJ4vbZbq02IqU8qv0uhFgOYFPwz68B5Iccmhe8jJKcoghkp1sABAb8\nb044w5bKZdhMMff9DeuXjlfnjQ8bzLXzEBERERElmhbXqqqEX5WnHdOGxsdEFF+3bhsRQvQP+fMG\nAFolktcA3CyEsAghBgEYAmBnottHnUtVJeqa3Pi6oQV1TW4AQE6qGUvL7GFbSbTfNXmZNhgUcU7W\nuo58zlQ1cSuliIiIiCharJi2fy8rlk1rO6Y912JZos6UsJUXQoiXAEwA0FcIUQPgIQAThBCXILBt\n5AiAOQAgpfxECPEygCoAPgB3SSmZcjeJRdbC1vbzWYwKNn1Ug9V3jIYiBMxGBUunFmNuMA+GltDo\n13/5BPf8oEBfXncuiPecnUvPAREREVFP0lpM+7u/H8CSqcXobTPBbFRQUWZH+ZpK/bjFpUX42bo9\nqGt2M6YjOg2JrDZyS4yLn2/l+EcAPNJ1LaJEiqyFrdWwXjhpOHYeacQPiwbg2XcOYrI9H3mZNvxh\n9ljUN3vw3UkXHn9rP/ZUNwIAfv3j4fCqKgxCwGY2IMN29q7GiPecvTpvPJcWEhEREXWD1mLauiYP\npASm/v4DZKdZ8MsfDsNLs8ZClRLfnnBh0Ruf6THtk3/bf07FtUSdoVtzXtC5I14N6xSzAeUTBuPZ\ndw5ixrhBmL9xX9iKi4qth7CnuhEj8zNwx79eiCnLtofNXuf2smJgVmoikh0lnMfnR3aaBQtKCpFh\nM6HR6UXF1kOs+01ERETUTdqKae9atxvZaRbcd00B7nn5o7C4VtNWXAt0aWJ6oqTFyQtKiNBa2Jq8\nTBtaPH69vJQ2cQEE3gRe3HYYj5UW4bjDgz6pZix+67Ow6+/fsA8LJw2HxajAZjbg6En3WbXFwmY2\n4IFrC3D/hn1hb2w2M+t+ExEREXWHtmLamgYnFpQUnnZcm2o24JjDgzmrK8+amJaos3Rrwk46d8Sq\nYb2szI6h/dKgiEAyzpoGJ0bmZ2DZNDtenTcOD143DBt2fYVGpxcnnF48eN0w3GjP08+pzXLXNDix\nt/pEzCV83510JW2SS58q9YkL4NQbmy9JHw8RERFRsosZ006z46LcNGSlWXB1YQ4ybCZkp1mwbJod\n62ePxZo7RmPeld/D4rc+azOubfH49YkL7fJZq3bh2xNOJm+ncx5XXlBCKIpAQW46/jhvHFrcfhw+\n5sCv/vQx6prdWDbNjswUE+ZcPhA/sefjm0YXPD4VtU1uTB6Vj9tXnlpNUVFmx7TLLsA3J1zYWFmN\nFo8fHr8atxzVN41OnHB6k3K22utTYz4mr0/tphYRERERndu0mPbVeePh8fnhVyX+3+tV2FxVi7xM\nG5aW2WEzKfj1pIvxzNuBfG5ZqWZk2Mz42VVDwpLSV5TZcUPxADz25n7UNbvR4vHDL2XM+K+mwYl7\nX9nLVRh0TuPKC0oYRREQECh7/gPMXPkh9lQ3oqbBiTmrK2EQCmaMH4TjDg8W/Plj3PTcDtz3yl7U\nN3uQnRZITlnT4ET5mkp8c8KFhZuq8LOrhqB/hgUVWw+h0emNWY5KS6pU7/B0x0M+I0KImI9JApx1\nJyIiIuomiiKQnW6B2WjArb//AJuragEEYtW5ayphNRnwzNuBfG4LN1WhtGI7yp7/AM1uX1Rc6/Kq\neODaAjx760hkpprw3QlXzPiv0enVV2EkY1xL1Bk4eUEJodXDbvH4sKCkECPzM/TrahqccPn8cPvU\nmNskyicMDjtWW2Uxd+1uHGvyYE91Iyq2HsLi0qKwJXxaws+aBmdSJrk0COCJKSPCHtMTU0bghNPL\nNy0iIiKibqDFtF83tOjJ1UMF4k41Zj63WHFtitmA+zfsQy+bCb9+rQpPbD6ARZNjx7Snzp98cS1R\nZ+C2EepysephL5pcpJdAzcu0QRECPjX2MrkMm0n/W5t51q6zmgLJK+ua3cjtZcXLcy7DN41O1Ds8\nYec3G5MvyaXJqMBqUrBw0nB9D6TVpOCk0xv2nBARERFR14sV0y4uLcJjb+7XS6Bqkw5aPrdQ8eLa\nmgYnBATqmt16cs91d44BBHCo1qHHtNptkjGuJeoMnLygLherHvb8jfuwoKQQCzdVYdHkIizc9Al+\n8cNhcbM3a79rkx7a3+dl2PD+/Cv1MlKqKnHc4cHCTVVh+wkzk/DDvs8vcde6PVHPxzO3jOSbFhER\nEVGCxYpptSohM1d+qE9mOD0+5PSytDuuzcu0IcVs0PNohMa1J50+1DW79dska1xL1Bk4eUFdLl49\n7CE5aVhQUqjPJo+7sA+Wltkxd01l2MRDVqoJb9/7fZiNClZvO4w91Y24ujAH/3l9IVQpYQmpf13v\n8OCpLQewoKQQGTYTGp1ePLXlAB65oQjZ6ZY4LeyZXHGet8xUM7JSzd3UKiIiIqJzU7yY9vw+KVg/\neywanV489uZ+ZKebcf+1Q7G4tCis5H1FmR29bUb83/wr8W2jC//910+RnW7G/958CVq8fqSYDejf\n26Yn4zyb4lqizsDJC+py8ephH6xtxpzVlQCAkfkZuKqwP5pcXqy9cwykBPyqhEEReOi1T/QMzhVl\ndtw8+nw4PCqm/v4D/c1g1e2jkWYxwun1Y7I9HxVbD+nL6wDgoR8l395AYzBhZ+TzZlIEM0wTERER\nJVi8mPbzulMxLQC8NGsMao47kZdpxbpZY+FXVRgVBWu2H8ayfxzRY9rf3liEky5/WEy7fPooDMlO\nw3GnB07P2RPXEnUGJuykLherHvaztxZjY2U1gMDExX3XFODW5Tvwq1c/xjeNTpQ9/wEm/vZdlD3/\nAWaMG4SR+Rl6Vma/FChfc6r+dXaaBUdPuvCTpdvw/cVbsXBTFe67pkBPCpqsewMtJgVLphaHPW9L\nphbDYuLLloiIiCjR2oppgUBcm2Yx4qWdX6K2yYNbl+/AlY+/i1uW78AVBblhMa1PBe5atztsG8qT\nf9uP/Ueb8JMlZ1dcS9QZ+CmIupSqStQ7POiTYsL62WOxofwyLCgpxNodX2LGuEHIy7ShfMJgPRtz\n+YTBURVH5m88lZm5psEJk0GEzXi3dhttBjsZt1k4vSqeefsgFpQUYv3ssVhQUohn3j4Ip1ft7qYR\nERERnVPaE9MCwN0Th2Du2t0xq41Ex7RK1DaUyfZ8zAn5ku5siWuJOgO3jVCXiczIvKH8MpRWbNev\nP1jbjAUlhRjaL10foLUyqKGy0ywo7N8L79z7fRgNCgwKwpbsZdhMyE6zhO0HrNh6CENy0rB+9tiw\nvYPJxK9K1DWFl0Sta/LAr8puahERERHRuae9Me2QnDQYFKFXFYmVH+OCPjb87Z4rYDQImAzRW4Sz\nUs1nZVxL1Bk4eUFdJjIjc73Dow/QI/Mz8MC1BejX2woAWHHbpXhqy0E0Or1hg/jI/Aw8/ONCfF7b\nrJcLHZyTimVldn1WWhECD1xbEJYQaXFpEeqbPRjYNzVpB3ibyRDzcdlMXCpIRERElCitxbQAMCQn\nDYOz06AIAaMicHVhTlRMCwBzLh8Im9mIuiY36h0e7D5SH5WsPreX5ayMa4k6Q8ImL4QQLwAoAVAr\npRwevGwxgB8B8AA4BGCmlLJRCDEQwKcA9gdvvkNKWZ6otlLniMzIvKXqKFbdPhpOrx9GReC4w4Np\nz+8MG5hf3f01FpcWYcX7hzHZno8hOWkAgGff+VxP2rm4tAgpZgMWThqOC7NToUqpnwc4VbZq/eyx\n8PpVHD3hhKIoekWSZOFTJVa8fzhs5n3F+4fx8I+HQ1VlUj0WIiIiomQVGdNWbD2EZ24diQaHF3mZ\nVrh8EretOBXTLi2zY9NHNVg0uQjzN+5DdpoF868bitxeFnxR58BTWw6irtmNRZOLsOmjGqycORom\ng8AXdQ4cPemO2g6txbUenx/HHW5k2JIrpiXqLIlcebESwDMAVoVc9jcAv5BS+oQQiwD8AsD84HWH\npJSXJLB91MlCMzKPzM/ApJEDMP2FnVhQUog+KWa4vCqWTi1GqsUIKQFFAe69+iIYjQL/PvEifWWF\nlgzpZ1cNwTcnXFjx/mH84rphmPTsNmwovwx+VcZcllfT4MS9r+zFoslFeHHbYdzzgwIU5KYn0WAv\nMWPcIH2/pFYPXCCw55IlsoiIiIi6XqwqI16figV//hgrbrsUT2/ZjwUlhbiwbwosJiP8qorp4wbB\nZlawofwyHGv26MnmtbhWEcCxZg8mDM1FfbMbBkVg5soPsX722Fbj2sWlRcjtZcXALK7CoHNPwiYv\npJTvBVdUhF62OeTPHQBKE9Ue6npaRuZZq3aFJeU8L7hVZPk/vsQd/3oh5q7djew0C+6eOATnZ6XA\n4leiEhXdtW43Hv3Jv8BsUDD/umEwGRWMzM9AvcMDs0GJWbaq0enVkxwtKCnErFW78Oq88UnzoV9K\nxEz0tH72WKgqk3YS9WQDH3y9Q8cfefT6LmoJERGdqdCYtqbBibsnDsE9L+9FTYMTNrOCGeMG4b39\nR9G/txUzV+7Q49qBfVMAIKxKnhbXrrjtUqRbjchOt6CxxYPvTrr1+LW1uPb+DfuwcNJwpFtNSRPT\nEnWWdlcbEUKs7MJ2AMDtAN4I+XuQEGKPEOJdIcTlrbRrthBilxBiV11dXRc3kTpCUQQKctPx6rzx\nYUk5rSaDnoX53lf2IjvNgvuuKcCCP3+MiU+8i+9OumLOOPfPsOnH3PzcDtx3TQF2H6nHeRlWLC4t\niipbtaXqqH5bLWmSx9f9dbHb22f9MvaKEr+UEIIz7ZQ4HGcpGbHfUrJhn+25QmPa9+dficE5qSEx\nmsD8jftQOup8zAt+IafFtVc+/i7qmz0x47kTTi9KK7Zj6u8/gBACu4/Uo6LMjo2V1XhiyoiwuPaJ\nKSNQsfWQftsUsyGpYlqiztKRUqlFXdUIIcR/AvABWBu86FsA50spRwL4OYB1QohesW4rpXxOSjlK\nSjkqOzu7q5pIp0lRBLLTLUgxG/VBuNntC5tQCF2VAZxKghQqL9OGr+pbolYh3DJmIP5YWY0+qSb8\nYfZYvH3v97Hitkvx131fY9LIARiZnxE2i90T6mK3t88ahIj5PChCwOvnygtKHI6zlIzYbynZsM/2\nbFpMOyAzBTbTqbjW51dR0+DUq4y0N66tdwQqytU0ODFv7W7cMmYg/KqKWZcPRr/eFqycORpv3/t9\nrJw5Gr1TjGG3bfH4kyqmJeosHZm8SBFCjBRCFMf6Od0GCCFuQyCR51QppQQAKaVbSlkf/L0SgWSe\nF53ufVD3y0o1Y9k0O/IybahtCl8WF1lKqmLrISyaHL6SYunUYjy15WDYOWsanGjx+HBd0Xlw+yR+\n85dPcLC2GSecXtw0+gK8t/8o7p44BM/cOhK9bSasvmM0vMFER2oSlBs1GQRW3DYKK267FOtnj8WK\n2y7FittGwWwQ8Pf85hMRERGdlULjWq9fIi/TBr8q2x3XLppcpK+kAAIxrQTw8GtV6NfbgsYWL6qP\nt6CuyY3q4y1we1U8cG1BcHXxSHwvJw1Ojw/fNDrh8/ELLTp3dCTnxQAATwCItV5dAriqo3cuhLgW\nwAMAvi+lbAm5PBvAcSmlXwhxIYAhAL7o6Pmpe6lqILGkxxeYHc5ND9SsHtovDUvL7Hh6ywE8MWUE\nWjz+sL19e6ob8eK2w3hpVqBayJf1LWh2+1DX7A47f16mDSaDgt42E379l0+ikls+e2sx+ve2oK7Z\ng5+u2xNW1SQZEh0pQsDlDSSD0rNXTy1GZoqA1dRz201ERER0tokX1/a2GbC0zI4Nu77CkqnFqG/2\nxI1rj550obfNhMVvfYY91Y36ufMybTAoAv/1o0KYDApaPP6w+G9xaREG9U3FxmDyz1uW79Cvqyiz\nY2huOozGjnwnTZScOjJ58bmUssMTFBohxEsAJgDoK4SoAfAQAtVFLAD+FtzDr5VEvQLAb4QQXgAq\ngHIp5fHTvW9KPFWV2H+0SU9slJdpw7pZY1CQmw4AcLh9mDl+EFLMBuRlWlFRZg/Lwjxj3CAs3PQJ\nHrh2KGau/BAj8zP0klQpZgNaPH4MyLRiw66vMGP8INx/TeC4yGRI62ePxZzV4UmSkiXRkdunYu7a\n3WFtn7s28Jj697a1cWsiIiIi6gzx4tqh/dLh9Eo43D5MGJoLm0nBsP7pUXHtzPGD4PGrKK3YjpH5\nGXjox4W4ZfQFekyb38eG+mYXlm49hId+dHHMUql/mD0WihBRSe3L11Ti5TmX4bwMxoZ09ktktZFb\nYlz8fJxjNwLY2LUtoq50zOHWB/iR+Rl4dPJwnHT6wgbyRZOL8F9//gTlEwZjYFYKFpcWoV8vK/xS\nosnlxfTLBsJkULDitkvxxj+/hc8vseDPH+sZnI2KgmnjBqHF48eJYAbmUDUNTnj9sZNe9pRER63x\nqxLZaYFZ/QybCY1OLyq2HoJflVBV2aNXjRARERGdLULj2hvtefjZxO/hRIy49oEN/8TiKUVYte0I\nVtx2KQyKgEERqGtyw6gIPaZ1B1fWajGtIgTcPolflRTCE8yhESoQ06owCBHzOh9zodE5oiOTF/O1\nX4LbOiClZFpZisnl9esTFw/9uBBWkxF3vPiBPuBmp1lgUASevOkSGBQBQMLlNWDaCzuRnWbBA9cW\n4ME//lN/Q1h1+2hMD1533zUFYdtDFpcGcslGlpW6ujAHQkRf3pMSHbXGalTwwLUF+uy79litRgX7\na5swrF8vTmAQERERdTEtrr3Rnoeyyy7A57UOfVvHyPwMlE8YjDSLEb+7ZSSMClA+YTAefeNT1DV5\nomK51mLaZWX2qO3UQCB2tRgVPb9G5HVGA7eM0LmhIz39b0KIh4UQxwDsB3BACFEnhPivLmobJTGt\nUkb5hMFocHhR1+TWB9qR+Rl48LqhuO+VvZjw+FbcsnwHvjvhQp9UM56+ZSQeKy3CivcPhy2JO+7w\nxMzgrC2l86syKhnSg9cNwyOvV0VdvmRqMS7ISkFWqrkbnpn286ky5rJBnyoxZ3WlnqWaiIiIiLqO\nFtfOuuJCzFu7Gylmgz5xcd81BVi4qQqTnn0fty7fgcPHWrB+55d48LphePzGEXB5VWSnBbYptxXT\nzllTCbfPHzNx/VfHnTHj2ooyO3LSeu42aKLO1JGVF/cAGA/gUinlYQAIJtNcKoS4R0r5ZFc0kJKT\nzWzA4tIimAwK/MEER9pMcfmEwbj3lb1hg/U9L+/FwknDMXPlh/rSu7omj57MSLt9Trol5nI5k0HB\no298Fth60tsKEcwrW9fkweNv7Q/bepGdbkFuurXHr1rwqrG3vGiX9/RtL0RERERnAy2u1cqhahXz\nYk1AzN+4T19dEbql5PG39mNPdWObMa3VZMAjr38asp0a0ELWzVW1qGvyhMe1aWYm66RzRkd6+jQA\nt2gTFwAgpfwCQBmA6Z3dMEpuGTYz8jJtyO1lRYvHj42V1fpMcbzBOsVs0H+fv3EfyicM1q/fWFmN\nF24bhd42U8xa2VlpFvxm0sVItRgx7fmdmPD4VpQ9/wEeuLYAADBndSVuem4HFm6qglFRevzEBQCY\nDErMx6pd3tO3vRARERGdDXpZTBiYlQKzMRCDaeVPs1LNMWNabXWF9ndoXLuxshrPz4gf0+b0suCX\nPxyGNIsR017YiX/77buY/sJOCCFwdWEO9lQ3hsW1isKJCzp3dKS3m6SUxyIvDOa9MHVek+hsoKoS\nUgLHHR58LycVsy6/EC9uO4wFJYXom2ZBXqYNI/MzsGyaHetnj8WK2y6FKqV++5oGp76t4+rCHDx4\n3TCYDAqcHj+WTC0OX0pXZsdjb36Kb064MC+iOsf9G/bh7olD9GOXTx/V47eLaIyKwOLS8KWBi0uL\nYFREUj0OIiIiomTl86n45oQTXze6UNfkwtKpxahrduPxt/YjI8UcM6b1RiTQrGlwIsNmajumnVoM\nj09Fs9sXVXGufE0l/vP6wrDjGQ/SuaYj20Za22DPzfcEIDBpcdLlwQmnD3VNbtQ7PPjrvq8xY/wg\n/NePLoaqSgASy6bZcdLpDUtg9MSUERiZn4E91Y3Iy7ShX28rtj94JY63ePXERg9cW4AV7wcmQbJS\nzcjtZcXCTZ9gc1Ut7vjXC2POfg/OTsX786+E2WhAVqo5KVZdAIHkUI+9Gb7l5bE39+N3N1+CPikm\n1Ds8SfV4iIiIiJJFrJh2Y2U1fnn9MKyfPRZ+VeLoSTdWzrwUdU3usJj2yRtPxbRAYKLhgqwU3D3x\norgxbZ9UM2xmBVMqduCJKSNixrSNLV68POcySCmTLq4l6gwdmbwYIYQ4GeNyAcDaSe2hJKaqEkfq\nHWh2+/QVEFqCzBffP4zigVkY2i8dbq+KFLMBc1aH16m+95W9WFBSiIWbqrC4tAg/W7cHd08comdz\nXlBSqL8xbK6qBQBsKL9M/13bfxiZgdmgCAzITEn8E3KGFEWgrtmNOasr9cvyMm1QFIEx//O2PuNe\nkJvONy4iIiKiThIvpn1iygicaPHi2Xc+x/xrh2HKsu14f/6VUQnWI3O5LS4twue1zXolvVgxbV6m\nDWvvHBOWUyMypv3upAt908xJGdcSdYZ2T15IKbnBnlpV7/Dgy/oWfbIBCAzg89bu1hMXLSgpDOZr\nMMacUR7aLx1P3ngJ3D4/HrxuKLLSTu0lzLCZwm4zMj8DvW0mbCi/DPUODw58exKrbh+N4w6PPjs+\nc/wg2MzJ2XWNisDzM+wwKAYoAlAl4Ff9MAYnKmoanJi1ahdenTce2enMMk1ERETUGeLFtPe+sheP\nTxmBGeMG4avjLfj/2bv3+Kiqc2/gv7XnnpmE3EFMuIqRSIMhGLn0VSgVsVI5GIQqN0EhQK09Vrmc\n0+Yce2jfw0VeW2uBQC13FRQ9eLBeWpTagogEKtJIRG4mICSEJEzmPrPX+8dkb+ayJ0ySSbIneb6f\nTz6Qycxk7cnaaz/zzFrPykoxwRuhwPqADDMOLhsLu1uE1elBolHbbEwr1cTY9NidOFFVHxbTzh7V\nH1sOnsWwPnkd9CoQoj4tmXlBiCKxaTcRu9uL/ulmZFiCC3JKhYsyLAaY9RqYDVpoBKaYUdZrBbh9\nopyZ3vTYnRifm4k5o/ujd7IJf/nZPbjU4MDb/7iISfk3Y87mz5Bh8Rc2Gju4Z1Bl59IZBUhO0MEr\ncogij7vZCXotg0YQUHnVjgS9Bna3D9mpJui1DKUzC+SlJKIo3vjJCCGEEELIDYkih9vrQ9+0BJRM\nzMX6/afl5R9VdQ6kW/RY9d5JzBrZD1vmFkIbIaZlDLhq82DB9rKoYtqlu483G9P6OMe//WAwOOIz\nriUkFqg8LWkTUeSouGzF5LUHcM/q6zt85Gcny/fJSjHB4xPx7H05WPbmFxizej+cHh/WzSgIKjq0\ndvowuDxi0JZT737xLZ69z79jyCMbD+H7/++vWPbmF5g1qh+2HDyLDIsBz96Xg0aXV744ANf3yj5x\n8RoeWnsQFZetTfU24ofXB9RYXSjZcwLTNhxCyZ4TqLG64PUBy/eWy1Wmr9jccXdshBBCCCFqI8W1\n0zYcwvfW/BXL95bj2fuux7VZKSYYdQJmj+qPZW9+gXFr/gpHhJi2+porKDZta0xb2+jG2Of/Grdx\nLSGxQDMvSJvU2tyYt/VI2A4fm+cUorbRBYEx9OphhMcn4nytHaMGpGFcbk9oGINJJ+DVeSPg4xwC\nY9hztAp352Ri1IA0zLt7ADQCg14r4NTlxrBpewu2l6FkYi4AYOnu4xELG0nT8uJxeYXbJ4atoVz8\nxnG8Nn9E8AVtW1ncHRshhBBCiNooxbVLdx/HtrmFOFdrR1aKEQwMBq2A1VPy4BM5NIxBAPDKvLvA\nwOATOa40uqDTCMiwGLB6Sh56JRmha2NMm9C0DDpe41pCYoGSF6RN3F5fhGrIbqx49ySWTMjBIxsP\noarOgfG5mXjye4OwaMdRjBqQhpkj++KxTZ/JU+JWT8nDTckGzBjZV14O8vzUoUjQa1BV55DXA0rL\nJbJSTBBF7q/SbNFj02N34sV9p4IqO9c7PHKb3F5fh78+beETeVAixydybPz4DHwhmfZ4PDZCCCGE\nELWJFNdWW1149fB5/OR7gzBn8yF5t5Blb36BDIsBK4qGoN7uCSruuat4BJ57MBd2tw///e6XWHr/\n4GZj2kanFxkWA1LNermem7RkJTCmldpEsR/pjih5QdpEr9UorvOrtbmxYMzAoJkDRQXZ8qA+Lrcn\nFu44igyLQd4KVGAMHi+H2yuiZGIukoxafFNrBwCMz83E7FH95SUl0vo/g07A8r3lQQmQVe9VoKbR\nhZVFeXj+/Qq5TXptfBXutOg1mNmUyJGOb930YbCEFCCNx2MjhBBCCFGbSHFtvcODooJsLGyKYwN3\nC6mqc6DG6pYTGSUTc9G7hxE+EUg06nDV5sGc0f2bjWnXzyiAxaDFkgk5QXHfyqI8bDl4FnNG98eq\n9yqC2kSxH+mOqOZFFyaKHDVWFy7U2VFjdbXL2rgUkw6lM4PX+a0sysP6/afDKikHfp9s0slr+5bv\nLceKd0/CK4qYtuEQpqz/BMv3lsNi0OLdL75FilmHZfcPlgsZlc4swJqHh6La6kKD3Ru2rOJ3j+Zj\nxxN3QdNUyEjaUjTNrI/58bcnp1fE3s8vYNNjd+LDZ+7BpsfuxN7PL8DpFYNe73g8NkII6Qo64jpL\nCOmYc00UOTQCUDrjxnFtaIwrLRF59r4c7C6rxDWnF49s9NfNKNlzQjGmlWZglEzMhdPjQ48EHTYd\nOBu2ZKVk4u3o1cOIp8YNQn52MsV+pFvrsJkXjLE/ApgIoJpzPqTptlQAOwH0A3AOwFTOeR1jjAH4\nLYAfALADeIxzfrSj2toVSAWHpHV70kCX0zOx2erE0s4hbq8Peq0GKSYdrrk8cLh98HGORKMGDjeH\nxyfCpNOgttGN3/7lK6x46DvonWyCyIFV732JY5X1YXtUB35f7/DgqXGD5ME7MIMN+DXgP7IAACAA\nSURBVAfshTuOYvmkIXjl0Df48fdukS8KgZnqddOHIT87OagK9KUGJ6as/0TOZPdONiLZpI+7qsw6\nDcMDQ28OysCvnT4MOg3D5jn+6tYJBg3SzYa4OzZCCIl3rb3OEkJapi3nWmhcm2zUosbmhscnwmLQ\nwOUNjmnnbTuCUQPSsHVuITgHvrlqx/PvV4TFtUoxrhTXlkzMDSo+rxTTSomL0Lh2ZVEeaqzuoLj2\n8rXrcW3pjALcFKdxLSGx0JEzLzYDmBBy2zIA+zjngwDsa/oeAO4HMKjpaz6AdR3Uxi5DqeDQvK1H\nUGtzR3xM4M4ho1d+hMlrD+DkZSsqr9oxbcMhvLTva1RedWJq6Se4Z/V+/PPiNczbdgQflFdjxsuH\n8cyuz1Fnc+Opcbf6Ewf7T2P1lDw5e727rBJrpw+Tf9YnLSFiBltq8y2ZZkwf0Qc+kQclO6SfL9xx\nVN4XG7i+ZEX6+YLtZfCJiMsB3uPj8jIbwH88i3YchcfHkWrWoU9qAjITjXF5bIQQEu9ac50lhLRc\na881xbi2uhHPvX0Cv//wa1yoD49pq+oc2FVWhWd2fY6rNjcyEg2oaXQBCI9jQ2PcfukJQcXiA4XG\ntFkpJiwYMzAsrl26+3izcW1xHMe1hMRCh8284Jx/zBjrF3LzJABjmv6/BcB+AEubbt/KOecADjHG\nkhljN3HOv+2Y1sa/SAWHmivuo3RxWLC9DMsnDfFfKO4eIM8CAIB0i16uV1Hv8GD9/tN4uPQT/G3J\nGPl2kXP8ZtodSLPo4RMBzkVsnlMIjeCfYhcpgw34B2yBMVy1efD7j77G0vsHKx6TNG1OylhLdS6i\nOWY184pc8Xi9IodP7KRGEUIIAdC66ywhpOVae64pxbULm3b2GJBujiqm/d8nR2Pb44WovuZCvcOD\n7Z+cx2+m3YGMRAM0ArB1biGsTi8SjVpoBCbXx1CKaVlATLuyKA8GrdCt4lpCYqGzC3b2DEhIXALQ\ns+n/NwOoDLhfVdNtYckLxth8+GdnoE+fPu3X0jgTqeBQc8V9Il0cpK2ZNAKTf56fnQyRI6hYplRU\nyOkR5dsBYGpBFhaOHYh6uxu1Njd2l1Xi8e8OwOEztVg/owALtpfJGWxp6Yj0fF6RI0GvwQfl1Zg1\nsp/iMfVMMuKvi8dAKzD88n//KU+1i+aYO0O0fVbbdBEMPV6twDB57QGankw6DI2zJB61d79tzXWW\nkObQWKustedapLg22aSLOqa92OAEGq7/LD87GVoNw5kaGxL0GtjdPvRONmL9/tMA/PUyfrvvK6ws\nygtbDuLyinJMW2N1Y1XTzI14jmupz5KOppqCnU2zLFpcfYdzvoFzPpxzPjwjI6MdWhaf0sx6bJw1\nvEWFHaWLQ6CsFBPsbn+GV5rmBgALxgzEj18JXtKwdPdxLLt/MDZ+fEaeSpefnYwZI/ti5suH5UKc\ns0f1x8t/P4Ph/VPRw6TF9sfvwm9+dAdSEnTY/vhd2PPj0dg6txBbDp4F54Dd7UNWiglrPvBfDAKP\nad30YbjU4ITT48PWg2fx+HcHBP28dGaB6goaRdtnjVpBnp4IQK55YWzK1NP0ZNJRaJwl8ai9+21r\nrrOENIfGWmWtPdcixbX1Dk/UMe36/aeDlossmZADh9uHkj0nMG3DIZTsOYGrNjemj+iDcbk90cOk\nRcnE2zEgPQFb5xbir4vHyDGtgOsx7bHKeix543izce2f//ktfjx2kKrjWuqzpKN19syLy9JyEMbY\nTQCqm26/ACA74H5ZTbeRKAkCQ07PRLy1aLRcpCjN3HxxH+niEFgQaf2MAvhE/+4WGz8+g7XTh2HR\njqMR1/M1ODw4eKYW00f0wfbH74JWw/CjDYfCLgg7nrgLVqcXj2z8NCgrvefYOfz4e7dAKzD8/IFc\nGLQCslKM8qyM59+vwAtT70CvHkaInEMrMAgCw+a/n8H9eb3BACyfNETOhpt06slOtxQTgIxEPV6d\nNwIi5xAYg1bjvx2gqYOEEBILoQX9bnStlLTmOksIabnWnmtKce26GQX43b6vkGzSRxXT1jS6sGRC\nDvRahq1zC6HTCHhkY3Bcu+nAWfx03K1BMzfWTR+G/9jzTzz3YC7SLQb8/IFcGENi2mOV9dhy8Cxe\nm38XAAaf6I9rL9Y78cGJS7jntky89OEplEzMRZpZj4xEA3onUa0z0r11dvLibQCzAaxo+ndPwO1P\nMsZeA3AXgAaqd9FygsCQkWho0f1DLw7SbiM754+AjwOJRgE754+AyKE41S0z0eC/r8hxscGJHkbl\nC4LIORZsLwtLaqyekodLDU488/rn8gVg85w70S89AdseL4RGYKi3e+QLh5R9Lx5zC5xuH6YGJEqk\nNr21aHSLXge14ABqGz3y6yQlk25K9h+L2qYOEkJIvGnrjiEtvc4SQlqnNeeaUlybbNTiuQeHwOsT\nYTZosKt4JETOFWPajEQDdi8YCR8HaqwuXLE6kJ2aEBbXFhVkozgkpl244yhemHoHnB4R0zYcUoxp\nfSKH3e1Dnd2LhQGxXunMAky9MxtF6z9BVZ0DH5RXy216a9FoZMTxB3OEtFWHLRthjL0K4BMAOYyx\nKsbY4/AnLe5ljJ0C8P2m7wHgTwDOAPgawEYAizqqnd2ddHG4OSUBGYkGaLUCUs3+7/ukJiAlwQi9\nVoPle/8ZNtWtdGYBXF7/IH336v149vXPYdQLilP2fE3FKPOzk1E6swA7549AycRc9E42yYkLwH8B\neGzTZzhf64DAGATGwnbgmLf1iL8YaNP3geJ5doLTLYYleBZsL4PTLdL0ZEIIiQHaMYSQri00rtXp\nNOidbEKfNDPSLEb0TjYhQa8J2jkkK8WE1VPyYDFocNXuwdTSTzDp9wew7M0vwBjC4to0s14xpr0p\n2agY056utuHcFTs0goAeJp2cuJDuU7ytLGLR9niNaQmJlY7cbeSRCD8ap3BfDuDH7dsi0lppZj2e\nvjcHL/y5Aise+g5u6mGCXitAr2Eo2XMiaAD+7z99KU/LC1wecqnBifG5mZg9qn9QQaNtjxcqDtYM\nwPQ/fIodT9wVcTDvasXTmttt5K1Fo2l6MiGEtBHtGEIISTbp0TPJiOcfHop0ix4agcGgFeD28rDk\n5q/2lmPd9GFYGBDXppr1LYppdRoBM14+1DQTQ/k+vggznOM1piUkVjp72QiJoLVrcDuCNA1vRVEe\nvq13Yvamw0GJiRqrW66M/EF5NX52763YOrcQV21u9DDpsPr9k6ixurFm6lDM+uPhoIvCuSt2xcG6\n3uFBVZ1D3oZKaTBXWtsYz7MTtALD+NxMFBVky1t37S6rhJamKRNCSEx0taQ3IWql9ri2T0oCHB4f\nHtv0WdBS3QyLIWh8+KC8GiUTc7F80hBkp5pQedWB9ftPY9n9g1sU00r3MeoExfsYdUKXimkJiRXV\n7DZCrpPW4E5eewCjV36EyWsPoOKyFaLY4s1Y2o0gMPhEhK3xW7r7OBaMGSjfLyvFBI0gYNYf/buN\nLHnjOGaP6o+aRhcamhISgV7cdwrrZxQETd1bWZSH9ftPIyvFBJNeiFhxOnBt44GlY/HWotFxvZWo\nUSfgJ00FoKZtOITle8vxk3G3wqij05YQQmKBdgwhpP3FQ1xb5/CgeFv4Ut2nxg0Kul9WiglfV9sw\nZ/NnWPz6cei1Ag6eqY0Y066brhzTSt8n6DWKY1C62dClYlpCYoVmXqhQpDW4ais8GWm6rRT0SWsG\nnZ7r9ztWWY/n369AyUR/9eXQbHNNows3JRvw5qJRsLt8OHvFhuffr0BNowsbZw1HismAFJMhYsXp\nrlQ8zekRw9ZBLtxehp3zR3RyywhpH/2WvdOi+59b8UA7tYR0F7RjCCHtLx7i2kgxbZ+0BDlWDdxF\nBIgupu2Z5I9pPV4RXpHj1++U41hlvZykSDbpkWzSRxyD1PL6EKIWlLxQoXhZgxtpum2KWY99z9yD\nGqsLRp2AK43usPvpNQI8PhFb5xZixbtf4oPyankgTzEZIAgMopnDbNDipUfzu+Vg7otQ88LH1fNJ\nBSGExLuulPQmRI3iIa6NFNPW2dzYOrcQVqcXiUYtahvdqGl0yfc5VlmP3WWVuPUHg7FlbiG+qbXj\nxX2n5A/d0i0GOXYVRY5fT87Df/6QkhSEtBYlL1QoXtbgKtWYWFmUh+prTix+47hceXnJhBy5uFGG\nxYAlE3Lkn2elmFA6owDLJw2BIAhddhZFaxh1yv3AqLJ+QAghhBASSTzEtZFiWo9PlGtZhMa0VXUO\njM/NxFPjbsXMlw8HxbU3JRuRbAqexdXd41pCYoGSFyoUL4Unpem2by4cBZvbh3NNSzx+/sDgoGUi\nj2z8FPnZyXht/ggwQN7vGmjaEmp7maqmDqqFVsOwekpeUKJn9ZQ8aDU0nZkQQggh8SEe4trWxrSM\nMUwt/UQxrqXlZ4TEHiUvVCie1uAKAkNmkhGiyGExaLF+xjB4RY43FoxErc2N9ftP41hlPWoaXTBo\nNXExdVAtHG4fVr3nX0sp7Tay6r0KvPRoPmDu7NYRQgghhNxYvMS1oTHtS4/mQ6cRsOmxO5Gg16De\n4cH6/aflmDYj0YALdXaKawnpQJS8UKl4m1omCAxpZj0qLlvDptxtOXgWT9+bgzSzHrW28PoXaps6\nqBY6rYCaRheKt5XJt2WlmKDT0m4jhBBCCIkf8RTXSm2Vdkkp2XMiaAZszySjPGskHpbEENKV0Lsg\nEjNK1aSX7j6O5x4cIm/vRNvSRU8r+JeNBL5Wq6fkQauyTyoIIYQQQroapbh28RvHYTFq5VkjFNcS\n0rFo5gWJmUhLQjjnQUU442HqoBrQshFCCCGEkM4RKa71eEX5e4prCelYlLwgMRPt1Ll4mjrYmfRa\njeKyEZqKSOJBv2XvdHYTCCGEkFajuJYQ9aHkBYmZNLMeW+cW4nytHQl6DexuH/qmJdDUuVai15MQ\nQroeUeSotbnpU1pCVC7FpMMrT9yFaqsLtTY3dpdVyjXcCCHRi+V1j5IXpNVCO2KKSQeXVwwqbLRx\n1vDObmZcc3lCXs+Z9HoSQki8kgoAhm4ZKdWFimeUlCHxLrAPm/QaXL7mCjpXS2cWYFCGhfo1iVud\nMU7H+rpHBTsJRJHjqs2FC3V2fHPVhmqrE6LIb/iYistWTF57AKNXfoTJaw/gYoMjrLDRvK1HUGtz\nd8RhdDlXbC7M2xbyem47gis2Vye3jBBCug6vV8TFegfO19pwsd4Bb8B69lhTKgDYFa6TSjFBxWXr\nDWMJQtpDa87p0D78eWVD2LlavK0MdQ5PezefkHbRknFaFDlqrP73hjVWV9RjudLjYn3do5kX3Zwo\ncpyrteHyNScWv3E86oyYUkestrpor+sYcnqUC0W5PPR6EkJILHi9Ik5etmLB9jL5+rd+RgFu65kI\nbTtsSx2pAGC8XycjBadvLRpNtQBIh2rtOR3ahxP0mi55rpLuK9pxurUzJSI9Lsmojem51OnJC8ZY\nDoCdATcNAPAfAJIBzANQ03T7v3PO/9TBzevyam1unK+1y0sTgOiCDqUArNbmRlaKCRkWAxaMGYhk\nkw52t3/qHWk5DWMYn5uJooJsebeR3WWVEBhNVySEkFiobnThxX1fBe3q9OK+r/Dcg0PQO9kU898X\nbQHAeNNVkzIk/lQ3uuTEBeDvhwu2l2FX8chmz+nQPlzv8Mjnan52MhaMGYg0sx6MMYgip6UjJO5E\nO063JBkduAyFMYYX/lwR9rhdxSNjet3r9OQF57wCwB0AwBjTALgA4C0AcwC8wDl/Pla/K5p1PqLI\nUe9ww+H2wcc5jDoN0s2GLjtIub2+VmWXlQKw3WWV2DznTtRYXWGzOJJNtPa1pXQahie/NwiLdhyV\nX8u104dBp4nN66jW9cnRtkut7SeExBOO2aP6Y+nu69eslUV5YGif5Q5pZj02zhoe9slUPBQAbG7M\nlWICtX540RWvF9HGtLU2N0RRhI8DnPMuc/yReHyiYkzr9TW/dCQ0rl2//zRWT8nDpgNnw8aIrlKn\nhjSvI+LRjhybok2eR5vkUJppsbIoDzVWN45V1suP0zDE9LrX6cmLEOMAnOacn2cx/nRZeoFf+HMF\nigqykWbWw+nxwWIUYHeJEDmHRhCgYUC11YWFO44iw2LAU+MGoX+6GYkmDXwi4PGKre5carx46rX+\nXSxamhFTCsCevjcHSUYdHtv0GU0djQGPj8uJC8D/Wi7acRQ7548A0Lr+JD3G5fXBJ3L8+p1yfFBe\nHXQxBtApwY4oclyxuWB3+XD2ig0v7juFmkaXYpDQkiltajzvohGv7Sat05qtZc+teKAdWtK9cA75\nTQngH2eX7j4uj7OxJggMOT0T8dai0XF1biuNuVvnFsJi1MLjFaHTCnh9wQg43CKu2tzyzgy9euQg\nyaBDncMTdLwA2nV8k64nTo8PWsZg9/jk2CT0ehGPY23g3yMwVk1oShY5PT5oBAYw4GKdE4wB/7rz\nH/J9b+1pAWOszdd3Nb52Oo2gGNNqNc0vAwuNa2saXeiZZMRzDw7B1NJPKK7tJgL7tE/k+JVCnNxc\nPDo+NxO/eCAXBq0QFkMDwfG1XsNQ7/DgSqMb6RY93D4RXp8PGRZjuyxbjDZ5Hm2SQ2mGxtLdx1Ey\nMRfF28rkxwmCENPrntqSFz8C8GrA908yxmYBOALgGc55XegDGGPzAcwHgD59+kR84lqbGy/8uSIs\ne7puRgF+t+8rfFBejfG5mSiZeLucuHj2vhws3X0cGRYDlkzIaVFNiFBqrTCeZtajb1oCVk/JCzu+\n5jJikQKwbxscNHX0BqLtsxxQfC2B1vWnG2VI5209gjcXjUJto/K50p79NVLbnn+/QjFIaO91e0rt\na0uA1tLHq228iLbPEqIm0fTb5sbZ9iIILO7e9ISOuRkWA6xOT9BW3lmpJqx+76Qc6K8sysP/HK3E\ng/lZKN5WFpT0cHnFdhvfvF4RFdXWoN+5ekoeMiwGVNU5gq4XaWZ9XI610t8jMFYNPNZV71UgI1GP\nf7t/MHomGfDoHz6V77vlYGxmEqjtOiXJtBiwfkZBWM2LTEvz5xzFta3TVeIDaeb9t/VOFAf0ndA4\nWYozpbjO4fHiUoMTGRYDMiwGzB7VH796pzzsHJPGPSm+3nLwLEom5qLO5sazr38edP7a3D4MSI/9\nrjbRJs+jTXJEmqEh3S/wcbG87qlmtxHGmB7AgwBeb7ppHYCB8C8p+RbAGqXHcc43cM6Hc86HZ2Rk\nRHx+t9eHooLssE9YFm4vQ1FBNqYWZGHZ/YPl6WYLxgyU77tgzED5jb30uJZWSVVrhXFBYOiXZkZO\nr0TsnD8CHy8ZizcXjYrq4iN1xJtTEpCR6F9aI2XrAnWF9byxFG2fNTTzWkbTn0Ir/l5pdClmSBeM\nGSh/7/T4A0qlc6U9+2uk7O2CMQMVg4S2rttryXG0tYp+ax6vtvEi2j5LiJpE02+bG2fJdaFj7pIJ\nObC7fSjZcwLTNhzCq4fPQ8MYlt4/GKUzC5BhMWDp7uOYMryPnEQA/GPZ+Vp7TMZlpUr4oshxyeoM\n+52L37h+rZNuc3t9cTvWSn+PZ8bfGnatXvzGcSyZkINFY2/BuVo7vCIPimtjdX1X22sn0WoF3NYz\nEbuKR+LjxWOwq3hk1AV4Ka5tua4QH0hx2ueVDXLiAlCOk91eX1Bcd/eq/SjZcwLP3peDJRP8ycHF\n990Gg1ZAycRc5GcnB417c0b3h14joGTi7WCM4eldn4edv5VXHe12Hin1caX7SEmOA0vH4q1FoxXf\nF0Y6N3onm5p9XFupaebF/QCOcs4vA4D0LwAwxjYC2NuWJ9drNeiVZFR8w9O7hxHTR/TFrD8eRsnE\nXGSlmJBs0sn3zUw0tDnrquZiVoLAkGo2AOa2P1c8r+dVG+m1DFzqlJloQIpJh8tWZ7P9SekTkW2P\nFyo+JtmkA9A0tYtdv60l/bUlMwu8XhHVjS54fCJ0GgGZFkPE82NghhlvLBgZViAr1uv2mtPWKvqt\nebyaxwtCuhK6ZvmF1kYQOYfAGDQMEAQBJr0mqIB0n7QEnK+1Y83DQyFyDp1GwKw/HpZfwzUPD8WK\nd09CI7Cwsaytuzg094n/Nac7Ys0D6VoHXL9exOtYq9f6/x43JZsU25+dYkJlnQMle06ExbWxiGkB\ndV+ntFohZgV3aYzo+qQ4bc3DQ+U+nZ+djGfG34pePYwwG7T48Jl7YHV6wRjDNacblxqcWPPwUNQ7\nPFi//zSW7j6O1+bdhce/OwBzNl9foibNIk7Qa5BhMSDdoseVRjce2Xgo6PdJquocSNBrOv08imam\nRKRzo1eSsV1nX6kpefEIApaMMMZu4px/2/TtZAAn2vLkaWY9XF6f4u4NCQYtZjdddNfvP42VRXlB\ndSCSTDrFN0oAcKHOHvRmLdKbOOlCM2d0f/RKMkIEwAAIAlBjdbXLes/OWIcYr+t51UgQGG5JN+On\n426VM8HjczPx8wdyITDgb0vGQiMA/hpUHNecXmgFhov1dnAOeTCRqmQDUOzHqWY9xudm4snvDULl\nVTuyUkxBVbYD76vTCqixusLWLkc7dTTSFmaZiQbF31d51YE5mz8Le87QAVNaY+j2+oLOp1hU9m9r\ngNaax3fVHQkIURtBYBiUYcGu4pFBCdXucM0KTFhcsbnx2798pVi8dMvBs1h2/2A8Ne5WLNheFrSU\nNsNiwJqpQ3HV5sbqKXnwif5Eht3twy8n3Y4EvQabHrsT6RY9jDoNfKIIs0GHPT8eDavTA43AIDAG\nu9sHs0EjX18YY2CMQwCD2JRM0WkFaAUGp9sXdn2zuby4dM0JDQPOXbErjp884P+lMwuQZtbLu6TF\n21ibZtbjFw/k4mKDUzGuBWPyjOHQuNZi0Coes8CY4vW9uSKtxf+nH6YM7wOthkEjCHC4ve22GwfF\ntSTWpD5ld3tRMjEXHp+I8bmZmDWyH25OMcEnApyLqLG6gornr5tRgFcPn5eXyL30aD4anV5oBIbe\nySZsf7wQgiBAK3BwzvCbH90BrcCwfsYw2Nw+OD0iMiyGiLG23e0fA9Wus84Nxnn7VNRuUSMYMwP4\nBsAAznlD023b4F8ywgGcA1AckMxQNHz4cH7kyJGIP79qc+JCvQsLA944rZtRgNQELUav3C/fLz87\nGSuKhsBs0MHjE6HXCLC6PHhiy/XHrZ0+DC99eCqoiMugDAtO1TQqvokTRY5zV21hO3FIgcHT9+bE\nbGqNWtchxpEOe5Ga67OiyFFVZ8ejf/hUDtJC17auLMrDxxWXMa2wL/RaBnCGa04PEo06PPXqMQBo\ntnaL1P+eGncrPvryMj6sqMF/Tbodv/vwVFgQWzqjACa9JujTtY2zhiPNosdDaw+GDb5KMwsu1juC\nCl9J931z4aigGQqB63alisWhzxkaeAeubw4sPtrWc6HG6sLktQeiOr5YPb6V53CH9NsbjbOS1hSg\nbKnWFKzsiHZ1lC5QsLPTx9ruer0MPO6SiblYvrdc/jd0rCqZmOuf5ty0pXrpzAIs31t+w9pgpTMK\nYNJpsOK9L+U13qHXFWmcr2l0YfOcO3Gl0Q0GwO72oV+6CQBDbeP1AqA/HnsLEo06fG/NXxWvietn\nFGDrwXMoKsjCMyHryDMSDfCJHCadBr17mKDVCq35+3d6n5VcbnDgmtMDh0cMe2OVatZh9IqP5PtO\nLcjCT8bdAoBB5BycA//3T9cLEa55eCjSLPqwoqYGrRB2zZdeG4/Hh5PVjUExdXvEtED3PU9jSFXx\ngRoo9ak/zC6Ax8uxMOB8+v2jw/D7j/zv9yTjczOx+L7bcNXmn+mVaNTi9x99HTS+jc/NxJIJt6Hy\nqkOuC5Rq1uG5t8tR0+jCyqI87Dl2AZPybw4bE016DW5KMqJnj9hv1x1HIge7akhexMqNTpoLdXZM\n23Ao7ML86rwReGTjIfkN4nMP5kIQhOAkx/RhEDmH0yMi1azH6vdPBnXkrBQTdhWPVHxj9tai0QCA\nExca5It/4M+lgCFWlYvb+maLqCM4qbG6cL7WhinrPwEAOWAM/btunVuIFe9+qRgUAgiq15KfnYyn\nxg1Cn9QEfF3TiPX7T+NYZb3cD4u3leHVeXfB6RHlT8oaXV7U2z24vXcSHloXnqR4Zd5duHvV/rD2\nH1g6FjenJATddr7WhntWh9/348VjkJWSIH+qAgBPvnJMTlw095w36u+xKLbZlqCptY9vRbtVFZxQ\n8qL9UfIiepH6bXe9XgYe9875IzBtwyH531A7549Agl6Diw1OJJt0yEw04Ge7PseCMQPla1Kk69Py\nSUPg9ok3TI6s3386KPkxPjcTPxl3a9gbY71GQKPLKy+HiPQ7jToBTo+IBL1GntZd0+jCruKRYVOa\nWzjWdnqflVysd6DiklUxrnxt/gj8qCnenVqQhcf/T39ctbmDkktrpw8DA3CxwYnUBD2e3vUPxddy\nzubPgm6Tzo1IH0bEOqYFuu95GkOqig/UQKlPbXrszojv06TdM5SSpkrx9qvz7gq6LfB+j2z8NGjs\nk3YL4pzj0jUnNh04i19PzuvufTtin1XTspF2JxUtClRV54BXFOXM2uxR/WE26PDYpsPyfTMsBlxp\ndKN/uhlWpx0mvYDHvzsARQXZ8pu/qjr/HtLNTQ+PtM5TWocYq/VNal6HSKInFROTppRFqkPBOTBn\ndP+worKL3ziOV+eNkAfHY5X1OFZZjzmbP8PO+SPkgVi6v7QeeNV7FVgyISco87xx1nBwrnz+aBiL\netptc1uYBa6vq7G6UNPoCnpspOe8UX9va4Xjtk6La+3j43FHAkLiTTxdL2M5bT7wuKWpy5GmMHt8\nIjg0cqJACsKNuusxTaTrU4JegwT413rfmmkJWiMuxU7JJl1YYfSigmw5cSE919Ld/mva+VobXno0\nH16f8jWpX7oZtY0uPLLx07Dj5jx8OUO8jrWc82bqh4h4YepQbPzbGSwYMxDnkMNCmAAAIABJREFU\na+1Bb8oyLAbUNrqRnWpCD5MOWakmxb+NtPVq8HP7z43maovE+hyKp/OUdK5ox0mlPhXpfEoz6+Ul\nagMzzKi86gjavWjxG8exbe71unL52cnISkmQPxiXnke6n/R9skmHmkYXMhINQTOhqKZK87pV8iLi\nGydBwMcV1fiPibfjRxsPYWtIB4y0DZU07ef59/3/1wjNv4kLrKMR+HMpYIjVGktaL9816LUa7C6r\nxJqHh+KZ1z+PGFh+c9WOdIteHkglVXUOXKx3YPnecrmfSrMs7O7gC37gbdLe5m8uGgWPV5QH/0hr\ng016TdTFrKLdwqwlBbI6or/HIgESj8ExUbeOmkXSBWZ4RBQv18tYT5sPPG6pJsKWg2exsigvbGmi\nXiPIyxKA60H45jmF8nNEuj6lWQywuTxYMiEHMwOWHwTGTvUOT1jyI1Iy5GK9A8ve/AJrHh6KXj2M\nir/TrNdAH+Fnavu7toVeq4kYVwJAcoIOJRNvx+VrzqA3ZS2Ja5ViBek1jBRTxzqmlY61q/89Sdu1\nZJxU6lORzqd0iwH//oPb5J1BAscwKdHn4xxZKSZ5Od3la8qF9X1NKx6yUvy7cqx46DvYevAcHins\ni19MvB0mHdVUuRHVbJXaEaQ3TtLALnW+5Xv/ibtzMuBuyiL7RC7fJ3DLVCB4yy3pk4Cnxg3CyqI8\nGLQCNs4aHvT80huuNLMefdMSsHpKXtjv311WGdMsm/TGT6kdJH6kmfV4+t4cCIxh+aQhuCOrB9Yp\n9N8X953Cwh1H8dS4QUGPl4IIqZ8uGDNQ7gt90xLC+sfQ7B7y1kb90szITDQGbaUUqV8lm/RRbakE\nRL+FWbTbNEmvE/V3QkhrxMv4EettKQOP+1hlPbYcPItfPJCLWzLM2FU8EgeWjsWu4pG4JcOMnj2C\nE+P52ckomZgLnYZhxxN3YXxuJtbvP60Y36x670skJ+jDZgZKsdPqKXlYv/+0/KZBIr0BDhR4TXvm\n9c9RedUe9js3zhqOdIsBN/UwxcXftS2aiyt3Hj4Pp0fE5WvOpoKEvhbHtaUzCxRjBek1jBRTxzqm\nlY61q/89Sdu1ZJxU6lN90xLCbltZlAenxxu2pWngFqpZKSZcaXRjZVEenho3CEt3H5c/8AuUlWLC\npQan/MHd8r3/xIyXD+PgmVp/MjbZFHH7UnJdt5p5IQgMaRYd3lgwEh4fh8AAt0/EwjG3IMmkk2dO\nbPz4DNZOH4ZFO45GzP5LU+yr6hzITjVh1Xsn8evJecjpmYg3F42C0yNCwwBT05Q7QWDok5IAi0GL\n1+aPgMg5tIIADQN+PTkvplm2WFV/7azKzsRP2m3k4jUnXv+wErf2tCDdosNr80fgQtMnXVLWFwD6\nNAUZoVlhwN9PB/fy9wnpYq/YP5rZLvdG/SramQXRbmEW7WwFqgROCGmtwN1GvD4RWpXuNhLrafM3\nGjcDr/9aQcD43Ex8UF6N/OxkLLv/NrkYprQDFgNg0ArYVTwCbh8HOPBtgwM1VjdqrC7Ftg/IMKPe\n7sbPHxiMnkkG/GbaHfjXnf66C7vLKuU4LNI1rU9qAixGbdgsQekYuvp1QYore5i02Dl/BDwih6Fp\nR7CphX3BOZCSwLDh49NYNPYWrJ6Sh8VvHI8qru2TmoAUsw7JJr1iTAv4r+U5mRbsnD8CPpFDIzBo\nBRbzmFY6VopryY20ZJwM7FPSFtEaBvl88oocWoFBr/XvnhTpnMlKMeG3P7oD6RYDdBoGt5cHzWgL\nLSicZtZhV/FIJOgF/Gryd/CfPwwfu9REjedMt0pe1DvcqL7mnwa36UB41esXpg7FS4/m48lX/Ls0\nbJ5TCKMu8rQ46f+VVx14+t6c69tKNbrxwp8rUFSQjTSzHpmJXtyUZMTXV2xhU5l6JhngcPtrG8Q6\ngdGWaepU2bnzeb0iztfZYTFoMf+eAbhY74RRJ+BKo1uxoJBWYNj02J3QCAzna+1BiQ3/8g5tUJ9o\nTf9Q6/IHtbaLEKJuosgj7hKmpmudSa/B/ywaheQEPTSCf8eIVw6da3bafKSgUxQ56h1uONw++DiH\nUReeuDhXa8P5WrtcJX/JhNsAALNG9pMTF/nZyZg9qj+mN+2IJW25HZpwcHqUp2KfqbHBqBOQoNeg\n1ubGrs8qseKh7+CmZBO+qbVj+yfnsXzSEAzIMONMjU3xmpZqjjzud4frQqPbgwv1TizacVRxx5c1\nDw/Fj8fegt9/9DXmjO6PbY8XNrvcQ/q/TsOQbIoc0/buYYIgsIhx7bcNjpi/0aG4lni9IqobXfJO\nkHodg9Mtytso+zjHpsfuxIv7TgWNFdI4KT1eKwAeH4dX5NBrBDg8Pqx490ssGnsLHG5fWJFNaUZ+\n6Dlzc4q/aP1VmxvT//CpvHW0NKPt+fcrUDIxF2lmPZIT9BAY0DPJFDf9Ta3nTLdaNuJw+3DV5sHi\nN46jqCA7bNrc07s+R6PTv9fv1DuzAQCNTk/YtDhpmmNWin8rsKHZPeQ/ZK3NP8jPHtUfy/eWY8r6\nT/DoHz7FV9WNeOHPFWFTmT6vbMDolR9h8toDqLhshSiqY/eXWE9RJS131e6f6ll51YEaqwuNLi8W\n7jiKF/edwsqi4Gmiax4eiuprLug0Amob3chMMsgFL6XBRiP4d9ypsbpU088IIaQzxcO1ThQ5Ljc4\n8eSrxzDm+f14ZOMhXKx3YMqdfdDDoIEoclRbnfjmqg0X6+yovubE5QYHvrx0DZPXHgiKMbxeEedq\nbai4ZMW0DYdw96r9eGjtwaD4o97hxuVrTpTsOYFpGw6hZM8J1Fhd+MXEXGSnJsivVejyg6KC7LDa\nGEt3H4dBq8HvHx2muORx8RvHYXV68eQrxzAutydmvHwYz+76HABQfM9A5PRKxM09TOjVwxh2TaMl\nA4DN5ZNf89Cip9LyGqvTi0cK+yIz0Qivj8PmunFcKyUnIsW0FdVW1DuUzx2Ka0msiCJHjdWFC3V2\n1NqcOHnZiqmln+Ce1fvxcOkn+OpSI5585RgeWnsQlVft+KbWjswkA158JB//+5PvYtNjd2Lr3EKk\nmfXwekWcvGzFlgNncOmaC9M2HJKf5/I1J+aM7o+6pveIoUuqNAILi7tXT8nDt/VOMDA8+coxVNU5\ncKyyHuv3n8ba6cPkBMbyveUw6TRINevQL80cN4kLQL3nTLeaeWHUCxiQYZan+ihNAdJpBBRvOwwA\n+PCZe1Bn9yA71YRtcwtRbfVn+wBg2f23od7hQbpFH5T5d3t9iomR4u1lKJmYG7S9alXd9UrOUodQ\ny7ZPVNm583l8/r3bt80txMw/Hsaah4eiqs5f2VjK5gZuW3essh4fPnMPTHoNbs2wyNMrdVoBjU4v\nHnzpgKoyp4QQ0tni4VpXa3Nj3raysIB6+aQhSDJocdVuD/pkbO30YTBoGaqvufC7R/JhMWjh9Phw\nqcGJNLM+bOcJKf54c9EoZCYagz55DPx9UpV86RPIaItsplr0KN1/GtseL0T1NVfYkkedRkBVnUNO\nRtQ0umDUCWAM8ramXX0JSGt4vSJ8AbvoNRfXznj5ED585h5csbpgMWiRYtY1G9dKdagixrTbyrBz\n/gjF30dxLYmF0E/9Q7cxlcYlaUc9u9uHrZ+cw+xR/VG8rQwZFgP+/QeDm8YXO7QaAS/u+wqL77sN\nczZ/pji+VUdY4iYwhlXvnUTJxFwMyrTgfK0dJr0Gv3y7HM89eHvQY3aVVeFUdSNenTcCnHMY9Rqk\nm9W3FDEaaj1nuk3ywu324mK9C1esrqBqyM1NmxMYk08MvUZQnKr/yhN3QRSvb70lXVSV/tihnxJI\nv0/afifZpIPb6wt6vs5ClZ07n69pa1KR+/tPYJ89VlmP4m1lyErx7xMt7SJi0Arok5IArVZAhs7/\nt6qxujDrj4eDBmo1BRSEENJZ2vta15b1wtJj7W6vYkzRNy0BXpGHfTL20oen8NNxt8oxy/jcTPzb\n/YMhcsDh8eGmkAKc0uPsLh9EM5evPaE/FwFUX3PKtRNC46hIcdW39Q4cPFOLBWMGyktOAn8uPa53\nsgkfLxkr11ZINl1/rbrDEpCW8HpFnLtqgxCwVXlzcW1gTFtV58Br80fA4fbdMK5tLqb1cSj+Po9P\nROnMAiSbdKh3eCCKYvu/IFGguFZdbjQ2hn7qH2kb04EZZjwz/lb5/dqWg2ex4qHv4OamWRLL9/5T\n3oL0N9PugFbDIvRn3uyukNIsim1zC+H2ifjl2+U4VlmPS9ecYY+RZon17mEKK0gfT9R6zsTvK9oC\noshRbXNj4fYyecr97rJKxSlA0rS59TMK8H//5N/TfP3+00gx68IqOq+bUYDL11yod1yfPuNfD2hQ\nrDAbeLv0+/aVX8az9+Vg+d5yTNtwCNM2HFLFNDuq7Nz5NIxhfG6mXEhWKv4Tqc+umz4MZoMmbKBU\na+aUEEI6W3te66RPDpWWbkhToSMt4wt87MlLVsWY4mK9A982hG/HN2tkPxQ3bUct1aWY+cfDmPT7\nA5j+h0/hFYHxuZlhz3f2ig21Njd0gqD4+xiAVe9VwKTXYPmkIeibagpafiAV2Qx8LddOH4YUsx6v\nF49EqlmH0mZ2p+iVZESf1ATcnJKA1Dj9pLKj1DS6UHnVgRXvfinHBZF2fJH+LlJMCwAr3z2J1Cji\n2uZiWqMufIe9F6YOhcWolWPa5XvLccXm7vSYFqC4Vk0ijY1XbdfHxdDYNdIORBqBoW+aGRkWA/qm\nmjB7VH8se/MLjH3+r5j58mHMHtUf+dnJqKpz4F93/kOu+RL6PFca3Yrv9ULj7P9+90sUbyuTZ47t\nLqsMW4a1dvowJBrD4/F4o9ZzhnHe+QNKrAwfPpwfOXIk7PYaqwtWpwffW/NXAJBnOvRNNcFi1KG2\n0Q2r0wODVoN0ix56rQAf57h71X75OfKzk7FkQg6yUhIgco5vG5xY+e5J1DS6UDqjAINvSpIvtF6v\niIpqK4qbpnlKf+xBGRbUOTxBU/lDp28C/s6hhk/F1VhhtoN02EFG6rMAUH3NAYdHxK/fKcfj3x2A\nZ17/HBkWA54aNwj90s0wagUIzL8vtY8DBi3DzckJYX+jGqsLk9ceUGUfIzHVIf22uT4bqN+yd9q9\nLedWPNDix3REu7qa1rzOUVLFWNte17pIY+8rT9yFR5uKXEZaxhf42PzsZPz8gcHyThxSQG0xaJFk\n0qHG6kKtzY31+0/jWGU9/vKze/D9/+ePd0pnFmD53vKwNux44i650Kb0Jvf59yvw0qP50AoM52rt\n8iwJqa6SxajFAy/+HeNzM/GLB3KhERjMBg0cbhEunwivj4NzEYz5i+ddaXRhw8en8fS9OfLxBb7W\njDFoGCAIQjzFF6ros+drbbjU4MS0DYfkmDYz0YB0ix4X6p0waAUkGnUw6vxxglcMjmkBf1y7dsYw\nuDwiGEPEuDZSTJvTMxEA5L+nTivA5xPxcOkh1cYbFNe2r2jjg0hj4/JJQzBn82dh4yTg76+/nHR7\nUEHg1VPysOq9CtQ0uvDbH92BXklGTNsQ3v9KJuaieFsZAODTf/8eLl9zBT3PuunDkJFoQI3VhSST\nDpz7Zz9rGINRJ8Dt9e9EZdAyXGpwyclh/2ML0DNJjzNX7GDwx+R90xLirr5FJJ14zkT8Jd1i2Yjb\n6wuqFBs45X73gpEwG7QQOUe93QOdluFvFTV4MP/moKkyxyrrsfiN49g8pxCPbTocdGIUby8LGpi1\nWgGDeyUprs8MHLzTzTzi9CU1fCpO0zQ7l8fn75MflFejxuqWa1zUOzywu70waPXQaQXoRd7sgCJl\nTkOrBXd25pQQQtQglte6wEAv0vKLwHXVkZbxBX7qeKyyHh6fiOWThiBBr0G9wyMH7IHB/sqiPGw5\neBYG7fXdJCLVQWAMQc/3/Pv+55OmA7/89zNB15yX/34Gzz04BAeWjg273iQnBB+3VPlfpwnfNpPi\nitjQCEye4i7FtIB/Rs1//PB2uDwivm1wYOsn5zD/7oHITDIoTm33+jjOXrGFfYgWGNc2F9MCwTuX\nXaizqzamBaj/qUWkGcGB9VJ+9U45SmcWyEmzmkYX0sx6bJtbCB/nqLzqwKr3rtfO+elr/8DmOYWK\nzyttA5yVYoLXx/HO5xfk3fl8IscbR77B7NEDsDCg4LB0/7cWjUaftOszNVISDGHbBycZdGAZQpdM\niqnxnOkWyQu9VoOtB8+G7Rm+bkYB3v3iIp7be1K+r5TJu2pzYf2MAiwIyK6teXgoDNrokg3R/LEF\ngcGk06pyPRHpfD6Ry2vpAoMT6VMzqZAZzM0/DxU7I4SQ9hdYYC7DYsDqh4cqXt9DK7UHxhBSEiB0\nyz+BMczZ/FnY7wwM9pfuPo5Nj92JOrs7Yl0KqQ1GnQa9ehgjJrWfvjcn7GfyNUeBYsxzg2sTaT2T\nXpCXfQRu6/jTcbfiv/73n0HF4cu/teIPswrCYtqVRXn43b5TKB4z8IZxbbRvYNS6Rp6ohyjyiFuP\nppr1yM9OxrHKenxQXo3lk4bIsatJr4HTI8LHASB8PKyqc0DDlOuwSOPg6il5MBs0+Jdh2XLRTml8\ny7QYovqgTxAYMhONYceltjf4XVm3SF6kmfX4l2HZ+J+jlXKmTa8VkKAX8MOAxAUAZFgMsBi0WNi0\nZ/bySUPQL92My9ecWPHuSSy9/7aYDsz0qTiJRKthcm0WqdJ3Vop/G7Mko6ZFyQc1Zk4JIaQrkQrM\nZVgMePa+HKx678vw8XtmAX77l6+CHifFEKHV9QOnRTdXSE5SVeeARmCwubxIMmqxfNIQpFv0YR/c\nbJw1HOlmA9LNhohJbUp4q1uKyYAGoxduL8e2uYUQOaDTMri9YlDiAvDHtR4fx+8+PIWSiblIM+uR\nkWjAK4fOYVdZFR4qyIpZXEsxLbmRWpsbv3qnPGxsXFmUh9Xvn8Sz9+XIM8EEQUBGokFx5xGlPnvp\nmjPseddOHwYG/0yznklGJBn1SDLqFcc3GvfiQ7dIXkgd8om7b5EzyU++cgw/f2BwWOd/atwgedpQ\nVZ1Dno65q3gkXno0Hya9JqYDM50sJBINY5gzuj82HTgrBxypZj0SjVr0MFEighBC1ESaCl0yMVcO\nnqUlf2lmPXonm5BpMeDpe3NQ/q01LIYIra5fVeffwm/n/BGKsYeU2JBkpZhwqroRy/eWY+vcQtx+\nsxEerwiTXoM3F42Cxys2O+U/ECW81U0QGPqlmZFo1Mlx7W//4p9F0VxcKyU2pLh21qj+MY1rKaYl\nN+L2+uTl0JseuxMNDg9qbW55++Tyb61YPmkIevUwyn0wdGx8cd+psFlHgeOhNObe1MMIo16A0y2i\nVw/TDcc+GvfigyqSF4yxcwCsAHwAvJzz4YyxVAA7AfQDcA7AVM55XWt/R2CHrLG6UNPowq/f+RJr\nHh4aVJSqX3qC4vQ5zjluTkkAACSblDN2sWgbIRKXV8Sq9yrkbXRrbW78+p0v8dtH7qBAgBBCVEaa\nMh9YZyJwyd+BpWOh1QoR39xFWgcOAKlmQ1DsIRX9lrbkk2Z1pJv996E3jF1faFx78EwtTlU3Yt30\nYXKyojPiWoppSXOkcfJYZT2u2tyYtuFQ0M+r6hwYmGlBVrJJ7oOhY+Oxynqseq8CO+ePAICg8bCq\nzoHle/31MnomGv07ftASti5FFcmLJmM551cCvl8GYB/nfAVjbFnT90tj8YsCp7WtePckNs8pRL3d\njVqbGxeaBvvmps/RwEw6glYjoKbRJQe+gL8vaoX43nqJEELUJhYV1aXY4lKDs9k4IlIMcaN6AUpF\nv+kTbgIEx7WNLm9QMVaKa4laiCKHRgBKZxSgeHtZxJo8Jl3w0milsVEqMCz1WxoPuw81vwuaBGBL\n0/+3APiXWD1x4LS2lx7NR6pZB7PBvy/1mg++Ctvjd/2MAqQ0VaolpKNkmPVYF7J39LoZBcigtaOE\nEBIz0nrqyWsPYPTKjzB57QFUXLZCFFu2lbwUWwzN7oHSkLE7mmn40hvQaB8nveG8OSUBGYkGCtS7\nscC4dkC6GZlJBjzz+uco3laGrZ+cC4slKK4lHU0aZx986QB+8T8nsHzSEAzpnYTSmTceK6MZG2k8\n7D4Y5y27OLdLIxg7C6AOAAdQyjnfwBir55wnN/2cAaiTvg957HwA8wGgT58+BefPn29VG6RPXRwe\nHy43OOHy+qDTCKh3eLC7rBK/npxHWenuo11HvGj7bI3VhT98/DWmDO8TtJ3TE3ffQn2RKGm3ftua\ncbbfsnfaqzmycyseaPFjOqJdXU1rXucoqWasnbz2gOIWea0da1s7kyMWM0BIu1JFn72RwH7EGMOW\nA2cwrF+avPUtxbXdTqfHB5HG2befHA2fiBuOeTQ2djsR/7hqWTbyXc75BcZYJoA/M8aCtgDhnHPG\nmGKWhXO+AcAGABg+fHirMzFSxu5CnR0Pl34S9vP//KE69qgm8S/aPuv2+lD6t3Mo/du5oNtnjerf\nru0jJFSsxtlYo0REx2jp69yOyY4WaclYG80W6C3R2mn4NH2/e4t1TAsAF+rs/jgiJJaguJbEQlvH\nWYfbJ9deaQ6NjUSiimUjnPMLTf9WA3gLQCGAy4yxmwCg6d/qyM8QO9K6qkC0RzXpDNQXCSGk/dFY\nS7oy6t9EDagfkljp9OQFY8zMGEuU/g9gPIATAN4GMLvpbrMB7OmI9rR0zSkh7YX6IiGEtD8aa0lX\nRv2bqAH1QxIralg20hPAW/6yFtACeIVz/h5j7DMAuxhjjwM4D2BqRzSG9qgmakF9kRBC2h+NtaQr\no/5N1ID6IYmVTk9ecM7PABiqcHstgHEd3yJaV0XUg/oiIYS0PxprSVdG/ZuoAfVDEgudvmyEEEII\nIYQQQgghpDmUvCCEEEIIIYQQQoiqUfKCEEIIIYQQQgghqkbJC0IIIYQQQgghhKgaJS8IIYQQQggh\nhBCiaoxz3tltiBnGWA3826oCQDqAK53YnPbW1Y8P6LxjvMI5n9ARvyikzzYnHv7e8dBGID7a2Zo2\ndki/bUGfBeLjtQ4Ub+0F4q/Nge1V21gbb69lNLraMXX28aitzwbq7NempeKpvfHUViC8vR0dH8TT\n6xVPbQXiq71taWvEPtulkheBGGNHOOfDO7sd7aWrHx/QPY4xWvHwWsRDG4H4aGc8tDEa8XYc8dZe\nIP7arOb2qrltrdXVjqmrHU8sxdtrE0/tjae2Ap3f3s7+/S0RT20F4qu97dVWWjZCCCGEEEIIIYQQ\nVaPkBSGEEEIIIYQQQlStKycvNnR2A9pZVz8+oHscY7Ti4bWIhzYC8dHOeGhjNOLtOOKtvUD8tVnN\n7VVz21qrqx1TVzueWIq31yae2htPbQU6v72d/ftbIp7aCsRXe9ulrV225gUhhBBCCCGEEEK6hq48\n84IQQgghhBBCCCFdACUvCCGEEEIIIYQQomqUvCCEEEIIIYQQQoiqUfKCEEIIIYQQQgghqkbJC0II\nIYQQQgghhKgaJS8IIYQQQgghhBCiapS8IIQQQgghhBBCiKpR8oIQQgghhBBCCCGqRskLQgghhBBC\nCCGEqBolLwghhBBCCCGEEKJqlLwghBBCCCGEEEKIqlHyghBCCCGEEEIIIapGyQtCCCGEEEIIIYSo\nGiUvCCGEEEIIIYQQomqUvCCEEEIIIYQQQoiqdankxYQJEzgA+qKvtn51GOqz9BXDrw5BfZa+YvjV\nYajf0leMvjoM9Vn6iuFXh6A+S18x/IqoSyUvrly50tlNIKRFqM+SeEN9lsQj6rck3lCfJfGG+izp\nCF0qeUEIIYQQQgghhJCuh5IXhBBCCCGEEEIIUTVKXhBCCCGEEEIIIUTVKHlBCCGEEEIIIYQQVaPk\nBSGEEEIIIYQQQlRN29kNIIQQQggh8affsnda/JhzKx5oh5YQQgjpDmjmBSGEEEIIIYQQQlSNkheE\nEEIIIYQQQghRtXZNXjDGJjDGKhhjXzPGlin8/GeMsXLG2HHG2D7GWN+An/kYY/9o+nq7PdtJCCGE\nEEIIIYQQ9Wq3mheMMQ2A3wO4F0AVgM8YY29zzssD7nYMwHDOuZ0xthDAKgDTmn7m4Jzf0V7tI4QQ\nQgghhBBCSHxoz5kXhQC+5pyf4Zy7AbwGYFLgHTjnH3HO7U3fHgKQ1Y7tIYQQQgghhBBCSBxqz+TF\nzQAqA76varotkscBvBvwvZExdoQxdogx9i/t0UBCCCGEEEIIIYSonyq2SmWMzQAwHMA9ATf35Zxf\nYIwNAPAhY+wLzvlphcfOBzAfAPr06RPTdokiR63NDbfXB71WgzSzHoLAYvo7SPfTnn02lqj/E0ln\n9lnqh6S14mWsJUTS3n2WxlMSazTOth2dly3TnsmLCwCyA77ParotCGPs+wB+DuAezrlLup1zfqHp\n3zOMsf0A8gGEJS845xsAbACA4cOH81g1XhQ5Ki5bMW/rEVTVOZCVYsLGWcOR0zOROhRpk/bqs7FE\n/Z8E6qw+S/2QtEU8jLWEBGrPPkvjKWkPNM62DZ2XLdeey0Y+AzCIMdafMaYH8CMAQbuGMMbyAZQC\neJBzXh1wewpjzND0/3QAowEEFvpsd7U2t9yRAKCqzoF5W4+g1ubuyGYQ0imo/xM1oH5ICCGxQeMp\nIepD52XLtdvMC865lzH2JID3AWgA/JFz/k/G2H8BOMI5fxvAagAWAK8zxgDgG875gwAGAyhljInw\nJ1hWhOxS0u7cXp/ckSRVdQ64vb6ObAYhnYL6P1ED6oeEEBIbNJ4Soj50XrZcu9a84Jz/CcCfQm77\nj4D/fz/C4w4C+E57tu1G9FoNslJMQR0qK8UEvVbTia0ipGNQ/ydqQP2QEEJig8ZTQtSHzsuWa89l\nI3EtzazHxlnDkZViAgB5DVKaWd/JLSOk/VH/J2pA/ZAQQmKDxlNC1IfOy5ZTxW4jaiQIDDk9E/HW\notFU/ZV0O9T/iRpQPySEkNig8ZQQ9aHzsuW6ffJCaXsaAEG33dTDRJ3KEMIVAAAgAElEQVSIdDmR\ntmYKvZ36P+lsmqY5gg6PF1dsHOlmA/VJQggJQdd1QtQrmveclLi4sW6dvFDanmbr3EK4vCJtWUO6\ntEhbMw3KsOBUTSP1f6IKoshxrtaGy9ecWPzGceqThBASAV3XCVEves8ZO9265oXS9jTna+1RbVkj\nihw1Vhcu1NlRY3VBFG+8tXFrHkNIe6hzuHCpwYk1Dw9F6cwCZFgMmLf1CKobXbRlE+l00lhZVW+H\nyIFNB85SnySEkGZE2nIx2us6xbWEtJ96hzss7q62UszdGt165kXg9jT52cl4ZvytyEpJUNyyRhRF\n1FhdcHt90GkFNDq9mPXHw1FnyiJlxCm7RjqSx+NDjc0NV9MWTCvePYmaRhdWFuXh+fcr4PWJtGUT\n6VRKY+VLj+Zj1sh+0GkE1Ds8WL//NPVJQggJELrl4tSCLMy7ewA8Ctf1DIsBbq8PF+rs0Gs1SDHp\nWjw7g+JaQqIjihzf1jtRsueEfK6smz4MqRY9MiwGlEzMRbJJR/FNlLr1zAtpe5r87GQsu/82LHvz\nC1RctsoVXyXjczNxpdGNyWsPYPTKj/DQ2oO4fM2JDIsBQHSZskgZccqukY7i8fhwsroRU0s/wdjn\n/4qSPSfw7H05yLAYsHT3cTw1bhC0GiGs/9OWTaQjhY6VGRYDHG4flr35BaZtOITle8uxZEIOdJpu\nffkihJAgUkwL+BMXM0b2xZzNn+HkpeC4Nj87GUsm5GDahkMYvfIjTF57ABXVVrzw54oWxagU1xIS\nnVqbG8Xby4LOlYU7jsInciyZkIPle8uD4hujjuKb5nTrV0fanuapcYPwzOufo6rOgfX7T2NlUV7Q\nljXL7h8c1ukWv3EcC8YMlJ/rRp9Oh2bEo3kMIbFU3ejCwpB+vHS3vx9X1TnQL92MTIuBtmwinSp0\nrFwwZqBc7wK4Pv56fWJnNZEQQlQncMvFeXcPwKIdRxXj2qfGDQobU4u3laGoIDvo+SiuJSQ2Ip0r\nogjF+MbuFmkJVjO69bIRaXsas0Ejd5xjlfV4/v0KlEzMRU6vRJytsaHB4VHsdMkmnfz9jT6dljLi\ngc9Dn2iTjuQVecR+nJViglErQKsVaMsm0qlCx8pkk06x33rpuk4IIbLALRftbq9iXDso0wKRK8cC\noR9SUFxLSGxEOle8ovJS7cvXnDDqNMhINHR0U+NCt555AfgHe5NOGzSl7lhlPZbvLQfnHHM2f4Zq\nq0txKr3d7ZP/f6NPpwMz4tE+hpBY0gosYj9eP6NAXgYlCAwZiQbcnJKAjETakpJ0rDSzHqUzCuS+\nanf7FPstTaskhJBg0vVbF7IEVIprT1U34nSNTXFM/f/s3Xt8VNW5N/Df2nPL5AIJIRElUdEiGjUU\nBhGxx1ePVfGVyksDWiWoaLlIPfZYRTxvD7Ut9RwuWl89FgPWK2i9gB49eMNSac8BrRIpVIPhIthg\ngQwhIZnJZG57vX9MZjOT2ZPMTGaSufy+nw8fkrlk9p559ppnr73Ws8qLLHHlqMxriWKjd6wsr6nG\nkRNdusdicOlU0pfTIy+CgkEVWnRo5Yxq5BkDjX9wyN3iDeFL9Z0yxIKti6+I6ep0aI84r2jTYMi3\nKFg1a7w2lLSixIq6WhvKiywYlm+G0ciTQRp8iiJwanEeHp45FmVFFhx3ePDIzLHa1L6KEiuemj0B\nwwt4RYKISE95oQV1tTYs6J4qGvy+f3zzHtg7PLo57WlDrXHlqMxriWITPFZeXzgZnW4/Dhxz4uH3\nG1FWZMaTtTZtSnewU+P5bQcw/vTqwd7stCWkzJ6xtxMmTJDbt29P6LmqKnHM6UaXV4VBAFazAUMs\nJ6svlxVacPeVozFqeAHyLQYML+jfFWlVlVrPGhv8tDNgH0R/YjZWobGmKAJdXj+kBFQJWIwCI4vz\nGXvZYUA+xIGIWZ9Pxd9PuNDa6UW+2QAhgDyTAVICFpPS7/aX0kZWtbW56MwH3o77OQeXXZeCLRkw\nGROzPp+KZocbPr8Ko0FBWYEZ+445mdPmpqzJDzKJ3nEBIOy2oRYDDne4Ye9wo8XpwYb6Jtxz1Riu\n2tNLzHLkRTdFESgvyou4PdirrKoq/BKQUkL0sw3g8lI0EFRVos3lweG2Lq3gbEWJFatn2zC8wAxF\nUZhgUNpRVRmxZF9drQ0lBSaUWNlpQUQUC6NRwWnF4UPSmdMSDYzejovSArPWgXECwMihVuSbjTh1\naB7Gn17N3LwPHCfeB0URKLGacMzpwQ2rPzq5rNTRjoQrwXJ5KUo1n0/F7iPt2Nl0ImKlnPlr66Eo\nCutZUFrSax8XrKvHrqb2frW7RES5TlEESgvMON7pZU5LlELRjotjDjcaj3Zg+qqt2vG31+5AaYGZ\nteZixM6LPqiqxN9PBE74ktUwc3kpSqXQmM03GxhrlFGitY/5ZgMTYiKifjrmdOufVDndCf095rRE\nkaIdFy6vn519/ZRznReqKmHvcOOb1k7YO9x99jS3OD1o7nAntWEOLpkTistLUbKExmyby8tYo4wi\nhP6qOG3dS1YzISYiCog3pwWALq/+SVWXV01oG5jTEkWKdlxEW6qYuU3sUtp5IYSYIoRoFELsE0I8\noHP/T4QQDUKIXUKIzUKIM0Luu1UIsbf7363J2J7g/KPQoTp9DZXz+PxocXq0ABxXWYzVs21Yv+AS\nCCESGmbH5aUolTw+P7x+Fc/edhHKiyx44faJuLqqHABjjdJXMAn3+dWImF1eU426LfuZEBMRdUsk\npwUAQ48O4nGVxXj2tosgpYy5AyQUc1qicKoqISGx9o6JePa2izCusrjP5VGZ28QuZQU7hRAGAL8B\ncBWAQwA+FUK8JaVsCHnYDgATpJSdQog7AawAcKMQYhiABwFMACAB1Hc/t7U/2xRt/tEbCy9FWZH+\nsntmowEb6pu0pWtunTwqYnmpeIsScXkpShVVlTAqAkZFYMmbn2txumrWePzse+fDbORKDZR+9Apb\nrZo1HkumVmFfc2BJMbvDzYSYiKhbIjktEFhNb+WMaixavwtlhRbcP2UMFq1PPK9lTkt0kl4+8+Ss\n8XC4fVjxXmB51NW1trBC+sxt4pPKkRcTAeyTUn4lpfQAeBnAtNAHSCk/lFJ2dv/6MYCK7p+vAfCB\nlPJ4d4fFBwCm9HeDEpmXV1pgxj1XjcHz2w5g0TXnah0XwecmOk9JUQTKiiwszkJJE2wwD7R04p5X\nd4bF6cIXP4MiAivqMNYo3egl4Qtf/AxftwS+Hn5941i8Ov8SVq8nIuqWaK2JYqsZpwzJw9JpF+DX\nN4zVOi6Cz08kr2VOSxSgl8/c+eJnaO/ywe5wY86lo1BkNeL1hZOxdfEVeGPhpcxt4pTKzouRAJpC\nfj/UfVs0dwB4N97nCiHmCSG2CyG22+32Xjcolnl5waHLR0+48Pc2Fw6fcKG00Ixf/Z8LYVAE5ylR\nv8UTs/Fodblx5EQXyossWDK1CuMqi7X7DrW64OMqDZSgVMVsUGgSHpya98jMsTijtAB5JgX//s5u\nAOCXO8Ul1XFLlGzJzmkB/bzWajKg0GKEBJjXUr+wnQ0XLZ+pOnUIVs6oxor3GnHzU38GEDiGg+UJ\nuJJa7NKiYKcQohaBKSIr432ulHKNlHKClHJCWVlZr4/ta15e8Mr1T9/YhX12p7aM1PdXbQs0/O2c\np0T9F0/MxsrnU3G4zY0lb36Of3zkj1i6sQH3XTNG68CoKLEiz5QWhztloFTEbKhgEj6ushj3XTMG\nSzc24MY1H+Ompz6GKgF7hwdS8oud4pPquCVKtmTmtED0vHbm6o/g8avMa6nf2M6G6yufAQIdhJ1u\nf9z1aigglWcz3wCoDPm9ovu2MEKI7wL4KYDrpZTueJ4br9B5eaFDdQDA3uHGobZOOLp8WHzteRHT\nQ+avq4cQAstrqsO+KFbPtnGeEg06u8ONBevCl/NdvGEXFlx+tpbQDC+IPgeWaDAFk/C7rxwd0fYu\n3rALd185GkJw1AURUVC0nFZRhDbaore8dvGGXfCrMiKv5fx7osT1lc8E8/IDx5xcLjVBKSvYCeBT\nAKOFEKMQ6Hj4AYCbQx8ghBgHYDWAKVLK5pC73gfwb0KIku7frwbwL8nYqOC8PFWVaHF6cPiEC35V\n4ldvN8De4cH9U8ag1enRHUY3Ykge/u2dBiyZWoXSAjPKiyw4baiVQ5lpUPl8KrqizH09d0QRfjd3\nEk4dwloXlL4UReBbwwuQbzboxvGZw/NhNjB+iYhCBXNaAFpe6/H5Y85r80wGPPT2biyddgFGDS9A\nvsXAot5ECQg9/k4ZYkFBlHxmxJA8PFlrw9ptByPu43St2KSs80JK6RNC3IVAR4QBwDNSyi+EEL8E\nsF1K+RYC00QKAbzWfVXtb1LK66WUx4UQSxHoAAGAX0opjydr2/QqwS6vqYaUEovW78KSqVWoKLGG\nBV1FiRX5FgMeml6dcDXl0MBmNWZKBlWVsDvd8KvQjdmm45144PW/9ll9nGgwqarE4fYufGV36sbx\niU4vLBzGTESkq6+8dtn3L9RtW08rtuKJm8clnJMyr6Vc1DPuS6wm7LU7wo6/l+dN0j3mSgrM+NXG\nL3DTxDPwav2hsPs4XSs2KZ0EL6V8R0p5jpTybCnlQ923/ay74wJSyu9KKU+RUn67+9/1Ic99Rkr5\nre5/zyZzu/QqwS7esAsjhubhUKsLmxuOYtWs8WHD6OpqbTAbRL86LhJZj5uoN+1dHrQ4PFjx3u6I\noZ9PzhqPRzbtYW8upb02lwcev8S7fz0c0fY+WWtDnlkBB14QEenrLa8tK7SgMM+IlTMipz0bBPrV\nccG8lnKNbtw3d8DR5cMjM8di9WwbygotcLp9EXn58ppqdLq92NTQjFHDCzhdK0GpnDaStqItL2UQ\nAhUlVlxZdQqe+MNeLJlahWKrCW0uLx7fvAc3TTwDc577NKF1sBNdj5uoN063X6t1Ye/waFOaivPN\nsHd0YUdTG3tzKa2pqsThti40d7hx7YWnRrS9/9Hd9g7J45c6EZGe3vLau68cjbte2oGyQovWtnZ6\n/Oh0+3Hx439IKKcFmNdSbtKL+/lr67F02gXaOeLymmoYDQqe33YgLJ95ftsBLLrmXG00/xsLL+Wo\npQTkXOeFqkoIIbB+wSVocXpQt2W/doJ3pL0LK2dUw2RQsKmhGZsamsOee8d3zgKQWAOd6HrcRNGo\nqoRPlVpc7Whqw/y19QCAD++7HCvea2RvLqW9FqcH89fVo6zQgodvGKvb9t55+be42ggRkY6+8trT\nS/NxqNWlnWQFvTJvEoDEOx2Y11Iuihb3lcOseGXeJK2T4l+nVuHWyaO0op3BTg2PX9WK6LOzIjE5\n1XmhNyfwkZlj8fT/fIUfX3kOhhWYYFAU+FSpO09pWIFZC8y6LfvjaqCDS+f0/Ju8Ik6JUFWJxiMd\nONK9zFnPuLIYRL/msRINBFWV8Pj8eGTmWLS5vGh1enTjeajVBKMiYO9wM56JiLrFktdKCN121etX\nsXq2TbsqrKpqXK/NvJZyUbS4bzru0kZePDJzLExRRl78/PoLUF5oYa2YfkhpzYt0c8zpjhjqc+9r\nO/Hg987HY5v34JJlH+L7T25Dl9cfsXZ2Xa0NbZ1eLHv3Syzd2ID7p4yB1Rx7Ax3LetxEsTrmcGPu\n2u14fPPeiDl1q2aNR77FgJEl+SgrYs8upadg0n3jmo9x45qPsXRjAwrzDKirtUXMEV327m7sbXZw\nTjURUYhY8tqfv/V5RLu6atZ4nFGaD7NB0fLaY05PXG0r81rKRXpxv3JGNR7fvBfAyWPQ75f46XVV\n2FDfpOU491w1BuWFFuy1O1grph9yauRFlzcw1GdcZTEWXH72yd5mKbVhyodaXbjlmU/w1l2X4vWF\nk9Hp9uPAMSeW/OfnsDvcWF5TjYffb8Si9bvw+sLJEa8RrfJy6Hrc7Gmj/vKrKpZ9/0KMGJqHPKOC\nF26fiBMub2AZYClZH4DSXovTg0c/aNSuSnj9KtxeFUaDosW2QQgcae+CvcMDk0HhnGoiohBdXn9Y\nLYvgyOAur6rltcH/X51/CaSU2jKqmxqatQ7ih99vxPy19RFta2+riTCvpWwXLf5D414C+KeXdmBH\nU1vY+aXXr+Lf392NH195DpZOuwCKoqC0wMxaMUmQU50XBiFwdVV5xBykulobxlUWY0dTG4BAILk8\ngUCtffrPYUODFm8ILKU6f209vL7wIXZ6w/dCiyCFrsdNlChVlTje6cUDr/9Vi7OVM6qRbzbApAgA\ngskDpT1VVSPa4kAcAwZF4LZnPw27Xe2uecE51UREARaDgvunjMGi9eHtqMUYngNsamjGg9+TMBsN\nmL5qa8SqJMG8NrRt7SunBcC8lrJWX/EfjPtvWjthd7gxrrIY910zJqLGxWOb9+Ch6dXa41krpv9y\natqI1WzAA9eepwUWEAiYBevqseDys7XHXV1VDiEEOj0+baTG6tk2vDJvEpZMrcJpQ/N05/VF601r\ncXoGbicp67U4PXjs93uwZGqVFpPPbj2A404vfKqEouTUYU0Zyi8R1haXFVrQ5VUxNN+MLq+KssLA\nF/2hVhcWrd8Ff/eQSs6pJiIKUCW0jgvgZHvp7TEEPZG8ljkt5bKe8V9WaMGRE1041NYJe4dbm+Zh\nNRuwckY17r5ydMT55eINu1BjqwzrmAjWzAjFvCY+OTXyYojFhHaXT7fHKzhH7+qqctx95Tm4YfVH\nWDK1SnekxqpZ4/HC7RMj5vWxN40Ggl/nivXymmoMyTPCp0qcmqHzTXsbnkrZR8qTK+VEu2Lx8PuN\n2NHUhkOtLhRYjKgosWL1bBtKrKZB3noiosHnD2lHgw61uqCIk0U6E81rmdNSLguNf70cJTgKY4jF\n1D2qQkQ9vxRCQFUlFEVoNTN6juhgrZjY5dQl2laXV1udIVRFiRWnDs3DHxddjge/dz4WrKvHoVYX\n6rbs1x2psfDFz1CYZ4w4sWJvGg0Evyp1e3etZiNMBgUtcRbdSgfB4XksYJQ7QtvLBZefrRvTwRFx\nFSVWDO+e1/3Y7/dgr93B2CCinBfspAhVUWKFURF4ae7F2Lr4Cvzi+gsSymuZ01Iu6ytHCY5CanV5\nseK9L2ExKrrHS1mRBc9v/UrLaUNrZmxdfAXeWHhp2FQs6ltOdV54fH4sf/fLiNUZnqy14Rf/9QX+\n18otOHyiSwvOHU1tOOHy6vak9ax3AbDyMg0Mn6p/pcVoEPh/H+zJyBN/Dk/NPaUFZqyeHaiAX2w1\n6cZ0sdWkjcJwur2Yv7YemxqaGRtERAAMArorjv3iv77AZSu24MY1H6Mr5ApyPHktc1rKZaHxHy1H\n8fj88Pj8sHd4AMiIY/E3N4+H16/isjGn4NEPGrW8JVgzg6sCJianpo2YjQbYHW48/P7JCvelhRas\neG83NjU0Y1xlMYZaTVi/4BK0OD2o27IfzR3umNexZuVlSjVVlTAq+mu2SylxZdUpeLX+UMZVLubw\n1NyjKAJlhRYsnXYBThmSpxvT5UWB0RbPbzuARdecq93H2CAiCtQOen7bAS2nHVZgxsr3v9Ry2gWX\nnw2/Cjx720V4fPNe7GhqizmvZU5Luaxn/Pd2zNx95Wjsa3bid598Hbbyz28+3IsaWyWWbmzAkqlV\nzFuSJKdGXpQWmLG61ga7w435a+vx9P98BYtRwR3fOQvr7piIB6+vwpznPsWMuo+wdGMD7rtmDD47\n2IInZ42PueeZvWmUKqoqcbDFib+3dUXE5KpZ4/Hkh/tR3F0LINNO7jg8NTepUsJkEDAowKoeMf3o\nDWPxk1d3YunGBtw6eRS6vCfjmbFBRBQYeXHr5FFYurEBN675GB6/ihpbJd5YOBmP3DAWG+qb8N1f\n/xFL3vwc908Zg3GVxdhQ3xTR3kbLa5nTUq5RVQl7hxvftHaixelBaYEZpxTloa7WFnbM1NUG6m+V\nFpgxangBHt+8N+xYXLqxAf/0j6NRt2W/VvuCeUty5NTIC0UROLU4D0unXYBTh1rgU4Gbnvo4bHmp\nskILDrW6tDnXz82ZCLNR4PU7J8PrV9nzHIIFFlMv9D02GRQcbe/CovW7tCvWZ5Tmw2xU8Pjv92Lb\nVy24/tunAci8kzu9Akara20wKNDmCCaKcZqefD4VLQ6PtuTv1VXleOH2iTjh8qKt04vyIXl44Npz\n0eby4vltB3DTxDMAQCvaWZxnhL3Dzc+ViHKWoijayIszhlnhU4GlGxvCCh/bOzzY0dSGRet3Ye0d\nEyElYDUreH3hZHh9zGtDMV/IbdGWRz1liAWPb94TNqri8c178PPrL4DsvgjTc2R/p8cPh9uHHU1t\n2kjSdJhylQ0xnlOdF0BgxZHKYVYYFQW1T/85YnmptbdPxJ5mB+q27MeOpja0ONy497WdeGPhpRhZ\nkt/v18+GoAFiW/+b+qfne7zlvsvx7NYDYY3nsnd341+uPQ/bvmrByhnVAJIzL3Wg4zQ4PO/1hZPR\n6fbjwDEn/vU/P4fd4e5XXDFO05fd4cb87iJyALCpoRkNhzuwZGoV6rbsx69vHAsAMBsULLrmXJiN\nCt6++zuwmgx45ZOv8b1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IGb1ivhDiMynl+J4/6/2eDiZMmCC3b98e9f6ewVqcZ8QeuyMs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tUBIURmSFYVbWt1XY/HjyKvizsuHkflthquWfs2ldtquOPicdZzyBh14pTWg6dky+TJk/WO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\nqP1/GO62KuTRN+8AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1080x1080 with 42 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QmoK3po6m8WQ",
        "colab_type": "text"
      },
      "source": [
        "N.B. The crossplots still doesn't have proper color attributed to the depth that each point corresponds. Still improve the `seaborn` crossplot. "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9tT3_wBFFWSb",
        "colab_type": "text"
      },
      "source": [
        "# 4. QC / Adding Data to Missing Values\n",
        "\n",
        "In our `KTB-01` data, Deep Resistivity (LLD) data have incomplete data. \n",
        "\n",
        "Often in field well data acquisition, well data are collected separately. This causes some well data has missing interval, although there are other records that cover that missing interval. \n",
        "\n",
        "We fortunately have additional `KTB_1new` LAS data that cover the LLD value in the missing interval. Import it right away. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x_o75B9ptRDb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "LLD_new = lasreader.LASReader(\"/content/drive/My Drive/Colab Notebooks/KTB_1new.LAS\", null_subs=np.nan)\n",
        "\n",
        "# Make dataframe of LLD\n",
        "LLDfile = pd.DataFrame({\"LLD\":LLD_new.data['LLD']})"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "sC2KWuxLwSeI"
      },
      "source": [
        "We will check the dimension of the LLD data from `KTB-01` and the newly imported and more complete `KTB1_new`"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KgLAGnjdwfeh",
        "colab_type": "code",
        "outputId": "145102a7-cc1d-42de-f5ed-9eb60199e877",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "log.data['LLD'].shape, LLD_new.data['LLD'].shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "((696,), (29713,))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "60Hc_u2oxtd2",
        "colab_type": "text"
      },
      "source": [
        "It has different dimension, 696 and 29713. What are we gonna do? We adjust the new data into our original `KTB-01` dimension. Technique? **Interpolation**. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QxJVsoi2z9O3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\"2D Interpolator\"\n",
        "from scipy import interpolate\n",
        "\n",
        "def interp(x_new, x_old, y_old):\n",
        "    tck = interpolate.splrep(x_old, y_old, s=0)\n",
        "    y_new = interpolate.splev(x_new, tck, der=0)\n",
        "    return(x_new, y_new)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vf6HhJnM0vol",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x_new = log.data['DEPTH']\n",
        "x_old = LLD_new.data['DEPT']\n",
        "y_old = LLD_new.data['LLD']\n",
        "LLD = interp(x_new, x_old, y_old)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IXKh3OM9NP6E",
        "colab_type": "text"
      },
      "source": [
        "# 5. Create Clay Volume Log (VCL)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HcUWc82CNcdQ",
        "colab_type": "text"
      },
      "source": [
        "Calculate VCL from Gamma Ray (GR). "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZQE4KyD5NyVD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "GRmin = logfile.GR.min()\n",
        "GRmax = logfile.GR.max()\n",
        "VSH = (logfile.GR - GRmin) / (GRmax - GRmin)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CTMJRqrKgnRX",
        "colab_type": "text"
      },
      "source": [
        "# 6. Quick Look Shale - Sandstone - Limestone"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DkyJwkvmhCWq",
        "colab_type": "text"
      },
      "source": [
        "**Cross plot VSH vs VP log.**\n",
        "\n",
        "VSH is shale volume that we have derived before. VP is P-velocity log, that is derived from DTC or DT log (delta-time compressional sonic log). Visualizing in VP is more convenient than DT, so let's derive the VP log. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8-E2xK_qiY_r",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# if DT in your LAS file has unit microsecond/feet (us/ft), conversion to m/s use this\n",
        "VP = 1E+06 / log.data['DT'] * 0.3048\n",
        "\n",
        "# if DT not in us/ft, convert first to us/ft. "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DArvG38qhFV9",
        "colab_type": "code",
        "outputId": "4b2a8a1e-f8d6-4a84-9490-fa601933f97d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        }
      },
      "source": [
        "# crossplot VSH vs DT\n",
        "axisx = VP\n",
        "axisy = VSH\n",
        "axisz = depth\n",
        "\n",
        "xplot(axisx, axisy, axisz)\n",
        "plt.title('Shale Volume vs P-velocity of KTB-1')\n",
        "plt.xlabel('P-velocity (m/s)'); plt.ylabel('Shale Volume (fraction)')"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0, 0.5, 'Shale Volume (fraction)')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 100
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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7FLZ6cgFoRwfOoCYPFz9AkMaAoiUnYsUGuLZGA/J+PYJvpo2mpE4rnmy2gYdz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\nxpgU9//wn4CuGmId+QAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a3ylLTUqCzcB",
        "colab_type": "text"
      },
      "source": [
        "**Crossplot LLD vs VP log**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pZjoeTTy68d2",
        "colab_type": "code",
        "outputId": "6a15e2ad-039a-4c7d-bd5b-ff08b3de5106",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        }
      },
      "source": [
        "# crossplot LLD vs VP\n",
        "axisx = VP\n",
        "axisy = log.data['LLD']\n",
        "axisz = depth\n",
        "\n",
        "xplot(axisx, axisy, axisz)\n",
        "plt.title('Deep Resistivity vs P-velocity of KTB-1')\n",
        "plt.xlabel('P-velocity (m/s)'); plt.ylabel('Resistivity (ohm.m)')\n",
        "plt.yscale(\"log\")"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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WUx9VxGIYBhHJA6YCuXj58CuqeruIdMO7d6k1MBMYoarlIpKLd5Nrf2ADcL6q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\nTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8MhPVZrk5yzo",
        "colab_type": "text"
      },
      "source": [
        "For this cross plot, we shall differentiate clay-rich and clay-less lithologies."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "F5XmQEX_RsDP",
        "colab_type": "text"
      },
      "source": [
        "# 7. Quick Look Triple Combo - Fluid\n",
        "\n",
        "We will use **Six Ko Ko rule**. Six Ko Ko rule is a technique for quick look of whether brine (water) or oil or gas fill the lithology, or in other words quick indicator of hydrocarbon-bearing lithology.\n",
        "\n",
        "You may read an interesting manual about it in LinkedIn: https://www.linkedin.com/pulse/six-ko-rules-easily-detect-oil-gas-water-from-well-log-dosh-nazlan/\n",
        "\n",
        "**Triple Combo** consists of Gamma Ray, Resistivity, and Density-Neutron logs. We will create Triple Combo."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9uTJcpgjTxrL",
        "colab_type": "code",
        "outputId": "dccac1ae-5d85-47f2-9f64-6c5c53d9f2b8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 667
        }
      },
      "source": [
        "from matplotlib.ticker import AutoMinorLocator\n",
        "\n",
        "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(12,10), sharey=True)\n",
        "\n",
        "plt.figure(1)\n",
        "plt.suptitle(\"KTB-01 GR, LLD, and DT Log\")\n",
        "\n",
        "plt.subplot(1, 3, 1)\n",
        "plt.plot(log.data['GR'], log.data['DEPTH'], 'g')\n",
        "plt.title('Gamma Ray')\n",
        "plt.gca().xaxis.grid(True, which=\"minor\")\n",
        "minorLoc = AutoMinorLocator(6)\n",
        "plt.gca().xaxis.set_minor_locator(minorLoc)\n",
        "plt.ylabel(\"Depth [m]\")\n",
        "plt.ylim(2500, max(depth))\n",
        "plt.gca().invert_yaxis() # invert y axis from positive to negative\n",
        "\n",
        "plt.subplot(1, 3, 2)\n",
        "plt.plot(log.data['LLD'], log.data['DEPTH'], 'b')\n",
        "plt.title('Deep Resistivity')\n",
        "plt.gca().xaxis.grid(True, which=\"minor\")\n",
        "minorLoc = AutoMinorLocator(6)\n",
        "plt.gca().xaxis.set_minor_locator(minorLoc)\n",
        "plt.gca().axes.get_yaxis().set_ticks([])\n",
        "plt.xscale(\"log\")\n",
        "plt.grid()\n",
        "plt.ylim(2500, max(depth))\n",
        "plt.gca().invert_yaxis()\n",
        "\n",
        "ax22=ax[2].twiny()\n",
        "ax22.set_xlim(-0.15,0.45)\n",
        "ax22.invert_xaxis()\n",
        "ax22.plot(log.data['NPHI'], log.data['DEPTH'], label='NPHI (fraction)', color='green') \n",
        "ax22.spines['top'].set_position(('outward',10))\n",
        "ax22.set_xlabel('NPHI (fraction)', color='green')    \n",
        "ax22.tick_params(axis='x', colors='green')\n",
        "plt.ylim(2500, max(depth))\n",
        "ax22.invert_yaxis()\n",
        "    \n",
        "ax23=ax[2].twiny()\n",
        "ax23.set_xlim(1.85,2.85)\n",
        "ax23.plot(log.data['RHOB'], log.data['DEPTH'] ,label='RHOB (g/cc)', color='red') \n",
        "ax23.spines['top'].set_position(('outward',40))\n",
        "ax23.set_xlabel('RHOB (g/cc)',color='red')\n",
        "ax23.tick_params(axis='x', colors='red')\n",
        "plt.ylim(2500, max(depth))\n",
        "ax22.invert_yaxis()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vUSbwEnA78PdDbeRS3AJLtUyO7KbWfsDlAJZqY4FkYLql2r+Bs4CdQGvgS0u1d4CngZLA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\nTkSuQmCC\n",
            "text/plain": [
              "<Figure size 864x720 with 5 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RHRKIE-BLapr",
        "colab_type": "text"
      },
      "source": [
        "# 8. Deep Look Matrix Density"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gBtSMJu3LlfD",
        "colab_type": "text"
      },
      "source": [
        "To estimate the type of matrix, we use crossplot of RHOB and NPHI. Matrix density is important for the next part: Calculation of effective porosity (PHIE).\n",
        "\n",
        "We will make a **\"RHOB - NPHI cross matrix template\"**, as most petrophysicist use. For reference, you may read Crain Ross webpage (https://www.spec2000.net/12-phint.htm)."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uAbWU1W9L2xT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\"RHOB - NPHI cross matrix template\"\n",
        "\n",
        "def deeplook(denfl):\n",
        "  lsX = np.linspace(0,0.45,46)\n",
        "\n",
        "  ssSNP = 0.222*lsX**2 + 1.021*lsX + 0.024\n",
        "  dolSNP = 0.6*lsX**2 + 0.749*lsX - 0.00434\n",
        "\n",
        "  ssCNL = 0.222*lsX**2 + 1.021*lsX + 0.039\n",
        "  dolCNL = 1.40*lsX**2 + 0.389*lsX - 0.01259\n",
        "\n",
        "  ssSnpX = np.empty((np.size(lsX),0), float)\n",
        "  dolSnpX = np.empty((np.size(lsX),0), float)\n",
        "  ssCnlX = np.empty((np.size(lsX),0), float)\n",
        "  dolCnlX = np.empty((np.size(lsX),0), float)\n",
        "\n",
        "  for i in np.nditer(lsX):\n",
        "      ssSnpX = np.append(ssSnpX, np.roots([0.222, 1.021, 0.024 - i])[1])\n",
        "      dolSnpX = np.append(dolSnpX, np.roots([0.6, 0.749, -0.00434 - i])[1])\n",
        "      ssCnlX = np.append(ssCnlX, np.roots([0.222, 1.021, 0.039 - i])[1])\n",
        "      dolCnlX = np.append(dolCnlX, np.roots([1.40, 0.389, -0.01259 - i])[1])\n",
        "\n",
        "  densma_Ls = 2.71; densma_Ss = 2.65; densma_Dol = 2.87 #densma: density matrix\n",
        "\n",
        "  denLs = (denfl - densma_Ls) * lsX + densma_Ls\n",
        "  denSs = (denfl - densma_Ss) * lsX + densma_Ss\n",
        "  denDol = (denfl - densma_Dol) * lsX + densma_Dol\n",
        "\n",
        "  %matplotlib inline\n",
        "\n",
        "  fig, ax = plt.subplots(2, figsize=(14,6))\n",
        "\n",
        "  ax[0] = plt.subplot(121)\n",
        "  ax[1] = plt.subplot(122)\n",
        "\n",
        "  #Setting for first Chart (Neutron Porosity equivalent curves)\n",
        "  ax[0].set_title(\"Similar with Chart Por-13a\")\n",
        "  ax[0].set_xlabel(\"Apparent Limestone Porosity [v.v]\")\n",
        "  ax[0].set_ylabel(\"True Porosity [v.v]\")\n",
        "  ax[0].set_xlim(-0.05,0.40)\n",
        "  ax[0].set_ylim(0,0.40)\n",
        "\n",
        "  ax[0].plot(ssSnpX, lsX, '-', color='blue', label = 'Sandstone-SNP')\n",
        "  ax[0].plot(ssCnlX, lsX, '--', color='blue', label = 'Sandstone-CNL')\n",
        "  ax[0].plot(lsX, lsX, '-', color='black', label = 'Limestone')\n",
        "  ax[0].plot(dolSnpX, lsX, '-', color='red', label = 'Dolomite-SNP')\n",
        "  ax[0].plot(dolCnlX, lsX, '--', color='red', label = 'Dolomite-CNL')\n",
        "  ax[0].legend(loc='best')\n",
        "  ax[0].grid(True)\n",
        "\n",
        "  #Settings for second chart (Neutron Density)\n",
        "  ax[1].set_title(\"ND Crossplot - Chart Por-1e\")\n",
        "  ax[1].set_xlabel(\"Neutron Porosity [v.v]\")\n",
        "  ax[1].set_ylabel(\"Density g/cc\")\n",
        "  ax[1].set_xlim(-0.05,0.45)\n",
        "  ax[1].set_ylim(3,1.9)\n",
        "  ax[1].plot(ssCnlX, denSs, '.-', color='blue', label = 'Sandstone')\n",
        "  ax[1].plot(lsX, denLs, '.-', color='black', label = 'Limestone')\n",
        "  ax[1].plot(dolCnlX, denDol, '.-', color='red', label = 'Dolomite')\n",
        "  ax[1].legend(loc='best')\n",
        "  ax[1].grid(True)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BuMpxbEjPzGg",
        "colab_type": "code",
        "outputId": "dc39fde8-5ff4-4dae-fa9e-647186fc6824",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 404
        }
      },
      "source": [
        "deeplook(1)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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OnQ9oMBgMRYDwcJ06d/06fPwxVK+uU7avXy+aAgtBQUHMmzePJk2aEBwcjKen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\nLPiCzZvlZ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Hw49OoFAwc6F4O1lqCgIEaNGkWfPn346KOPME7e4frhB2mdV768XCRuvNG5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\n",
            "text/plain": [
              "<Figure size 1008x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "euN6ROlyMFzV",
        "colab_type": "text"
      },
      "source": [
        "# 9. Create Effective Porosity Log (PHIE)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wZW1iIjBMLHx",
        "colab_type": "text"
      },
      "source": [
        "1. Estimate matrix density from density log (RHOB)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "S70z_1cvx4-t",
        "colab_type": "text"
      },
      "source": [
        "Note"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7HcbrzFKrKP8",
        "colab_type": "code",
        "outputId": "ccf99870-61db-4e3c-e8f8-d2445ca19469",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        }
      },
      "source": [
        "import pandas as pd\n",
        "\n",
        "data = [{\"low\": 0, \"high\": 10, \"name\": \"a\"},\n",
        "        {\"low\": 10, \"high\": 20, \"name\": \"b\"},\n",
        "        {\"low\": 20, \"high\": 30, \"name\": \"c\"},\n",
        "        {\"low\": 30, \"high\": 40, \"name\": \"d\"},\n",
        "        {\"low\": 40, \"high\": 50, \"name\": \"e\"},]\n",
        "\n",
        "myDF = pd.DataFrame(data)\n",
        "\n",
        "#data to be binned\n",
        "mySeries = pd.Series([21, 30.4, 21, 35.1])\n",
        "\n",
        "#create bins from original data\n",
        "bins = list(myDF[\"high\"])\n",
        "bins.insert(0,0)\n",
        "\n",
        "a=pd.cut(mySeries, bins, labels = myDF[\"name\"])\n",
        "a"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0    c\n",
              "1    d\n",
              "2    c\n",
              "3    d\n",
              "dtype: category\n",
              "Categories (5, object): [a < b < c < d < e]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 48
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J3A0lPhQwX0o",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x = np.random.uniform(1,20,size=20)\n",
        "y = np.random.uniform(1,100,size=20)\n",
        "z = np.random.uniform(1,100,size=20)\n",
        "\n",
        "df_3d = pd.DataFrame()\n",
        "df_3d['x'] = x\n",
        "df_3d['y'] = y\n",
        "df_3d['z'] = z\n",
        "\n",
        "sns.pairplot(df_3d, hue='x')"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}